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bigcat88 f1c07a72c4 convert model_merging and video_model nodes to V3 schema
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2026-03-11 12:25:59 +02:00
comfyanonymousandGitHub 9642e4407b Add pre attention and post input patches to qwen image model. (#12879)
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2026-03-11 00:09:35 -04:00
comfyanonymousandGitHub 3ad36d6be6 Allow model patches to have a cleanup function. (#12878)
The function gets called after sampling is finished.
2026-03-10 20:09:12 -04:00
rattusandGitHub 8086468d2a main: switch on faulthandler (#12868)
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When we get segfault bug reports we dont get much. Switch on pythons
inbuilt tracer for segfault.
2026-03-10 12:05:31 -04:00
rattusandGitHub 535c16ce6e Widen OOM_EXCEPTION to AcceleratorError form (#12835)
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Pytorch only filters for OOMs in its own allocators however there are
paths that can OOM on allocators made outside the pytorch allocators.
These manifest as an AllocatorError as pytorch does not have universal
error translation to its OOM type on exception. Handle it. A log I have
for this also shows a double report of the error async, so call the
async discarder to cleanup and make these OOMs look like OOMs.
2026-03-10 00:41:02 -04:00
rattusandGitHub a912809c25 model_detection: deep clone pre edited edited weights (#12862)
Deep clone these weights as needed to avoid segfaulting when it tries
to touch the original mmap.
2026-03-09 23:50:10 -04:00
comfyanonymousandGitHub c4fb0271cd Add a way for nodes to add pre attn patches to flux model. (#12861)
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2026-03-09 23:37:58 -04:00
Dr.Lt.DataandGitHub 740d998c9c fix(manager): improve install guidance when comfyui-manager is not installed (#12810) 2026-03-09 22:49:31 -04:00
ComfyUI WikiandGitHub 814dab9f46 Update workflow templates to v0.9.18 (#12857) 2026-03-09 22:03:22 -04:00
Jukka SeppänenandGitHub 06f85e2c79 Fix text encoder lora loading for wrapped models (#12852) 2026-03-09 16:08:51 -04:00
comfyanonymousandGitHub e4b0bb8305 Import assets seeder later, print some package versions. (#12841)
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2026-03-08 16:25:30 -04:00
rattusandGitHub 7723f20bbe comfy-aimdo 0.2.9 (#12840)
Comfy-aimdo 0.2.9 fixes a context issue where if a non-main thread does
a spurious garbage collection, cudaFrees are attempted with bad
context.

Some new APIs for displaying aimdo stats in UI widgets are also added.
These are purely additive getters that dont touch cuda APIs.
2026-03-08 16:17:40 -04:00
Luke Mino-AltherrandGitHub 29b24cb517 refactor(assets): modular architecture + async two-phase scanner & background seeder (#12621)
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2026-03-07 20:37:25 -05:00
comfyanonymous a7a6335be5 ComfyUI v0.16.4 2026-03-07 16:52:39 -05:00
rattusandGitHub bcf1a1fab1 mm: reset_cast_buffers: sync compute stream before free (#12822)
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Sync the compute stream before freeing the cast buffers. This can cause
use after free issues when the cast stream frees the buffer while the
compute stream is behind enough to still needs a casted weight.
2026-03-07 09:38:08 -08:00
ComfyUI WikiandGitHub 6ac8152fc8 chore: update workflow templates to v0.9.11 (#12821)
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2026-03-06 23:54:09 -08:00
comfyanonymousandGitHub afc00f0055 Fix requirements version. (#12817)
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2026-03-06 20:10:53 -05:00
comfyanonymousandGitHub d69d30819b Don't run TE on cpu when dynamic vram enabled. (#12815) 2026-03-06 19:11:16 -05:00
rattusandGitHub f466b06601 Fix fp16 audio encoder models (#12811)
* mp: respect model_defined_dtypes in default caster

This is needed for parametrizations when the dtype changes between sd
and model.

* audio_encoders: archive model dtypes

Archive model dtypes to stop the state dict load override the dtypes
defined by the core for compute etc.
2026-03-06 18:20:07 -05:00
Alexander PiskunandGitHub 34e55f0061 feat(api-nodes): add Gemini 3.1 Flash Lite model to LLM node (#12803)
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2026-03-06 09:54:27 -08:00
Alexander PiskunandGitHub 3b93d5d571 feat(api-nodes): add TencentSmartTopology node (#12741)
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* feat(api-nodes): add TencentSmartTopology node

* feat(api-nodes): enable TencentModelTo3DUV node

* chore(Tencent endpoints): add "wait" to queued statuses
2026-03-06 01:04:48 -08:00
e544c65db9 feat: add Math Expression node with simpleeval evaluation (#12687)
* feat: add EagerEval dataclass for frontend-side node evaluation

Add EagerEval to the V3 API schema, enabling nodes to declare
frontend-evaluated JSONata expressions. The frontend uses this to
display computation results as badges without a backend round-trip.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* feat: add Math Expression node with JSONata evaluation

Add ComfyMathExpression node that evaluates JSONata expressions against
dynamically-grown numeric inputs using Autogrow + MatchType. Sends
input context via ui output so the frontend can re-evaluate when
the expression changes without a backend round-trip.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* feat: register nodes_math.py in extras_files loader list

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address CodeRabbit review feedback

- Harden EagerEval.validate with type checks and strip() for empty strings
- Add _positional_alias for spreadsheet-style names beyond z (aa, ab...)
- Validate JSONata result is numeric before returning
- Add jsonata to requirements.txt

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* refactor: remove EagerEval, scope PR to math node only

Remove EagerEval dataclass from _io.py and eager_eval usage from
nodes_math.py. Eager execution will be designed as a general-purpose
system in a separate effort.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: use TemplateNames, cap inputs at 26, improve error message

Address Kosinkadink review feedback:
- Switch from Autogrow.TemplatePrefix to Autogrow.TemplateNames so input
  slots are named a-z, matching expression variables directly
- Cap max inputs at 26 (a-z) instead of 100
- Simplify execute() by removing dual-mapping hack
- Include expression and result value in error message

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* test: add unit tests for Math Expression node

Add tests for _positional_alias (a-z mapping) and execute() covering
arithmetic operations, float inputs, $sum(values), and error cases.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* refactor: replace jsonata with simpleeval for math evaluation

jsonata PyPI package has critical issues: no Python 3.12/3.13 wheels,
no ARM/Apple Silicon wheels, abandoned (last commit 2023), C extension.

Replace with simpleeval (pure Python, 3.4M downloads/month, MIT,
AST-based security). Add math module functions (sqrt, ceil, floor,
log, sin, cos, tan) and variadic sum() supporting both sum(values)
and sum(a, b, c). Pin version to >=1.0,<2.0.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* test: update tests for simpleeval migration

Update JSONata syntax to Python syntax ($sum -> sum, $string -> str),
add tests for math functions (sqrt, ceil, floor, sin, log10) and
variadic sum(a, b, c).

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* refactor: replace MatchType with MultiType inputs and dual FLOAT/INT outputs

Allow mixing INT and FLOAT connections on the same node by switching
from MatchType (which forces all inputs to the same type) to MultiType.
Output both FLOAT and INT so users can pick the type they need.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* test: update tests for mixed INT/FLOAT inputs and dual outputs

Add assertions for both FLOAT (result[0]) and INT (result[1]) outputs.
Add test_mixed_int_float_inputs and test_mixed_resolution_scale to
verify the primary use case of multiplying resolutions by a float factor.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* feat: make expression input multiline and validate empty expression

- Add multiline=True to expression input for better UX with longer expressions
- Add empty expression validation with clear "Expression cannot be empty." message

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* test: add tests for empty expression validation

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address review feedback — safe pow, isfinite guard, test coverage

- Wrap pow() with _safe_pow to prevent DoS via huge exponents
  (pow() bypasses simpleeval's safe_power guard on **)
- Add math.isfinite() check to catch inf/nan before int() conversion
- Add int/float converters to MATH_FUNCTIONS for explicit casting
- Add "calculator" search alias
- Replace _positional_alias helper with string.ascii_lowercase
- Narrow test assertions and add error path + function coverage tests

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Update requirements.txt

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: Christian Byrne <abolkonsky.rem@gmail.com>
2026-03-05 18:51:28 -08:00
comfyanonymous 1c21828236 ComfyUI v0.16.3
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2026-03-05 17:25:49 -05:00
Tavi HalperinandGitHub 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
comfyanonymousandGitHub 17b43c2b87 LTX audio vae novram fixes. (#12796) 2026-03-05 16:31:28 -05:00
Jukka SeppänenandGitHub 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
comfyanonymousandGitHub 1c3b651c0a Refactor. (#12794) 2026-03-05 13:35:56 -05:00
ComfyUI WikiandGitHub 5073da57ad chore: update workflow templates to v0.9.10 (#12793) 2026-03-05 10:22:38 -08:00
rattusandGitHub 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
rattusandGitHub 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 WikiandGitHub da29b797ce Update workflow templates to v0.9.8 (#12788) 2026-03-05 07:23:23 -08:00
Alexander PiskunandGitHub 9cdfd7403b feat(api-nodes): enable Kling 3.0 Motion Control (#12785) 2026-03-05 07:12:38 -08:00
Alexander PiskunandGitHub 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 WikiandGitHub c8428541a6 chore: update workflow templates to v0.9.7 (#12780) 2026-03-05 03:58:25 -05:00
comfyanonymousandGitHub 4941671b5a Fix cuda getting initialized in cpu mode. (#12779) 2026-03-05 02:39:51 -05:00
ComfyUI WikiandGitHub c5fe8ace68 chore: update workflow templates to v0.9.6 (#12778) 2026-03-05 02:37:35 -05:00
comfyanonymousandGitHub f2ee7f2d36 Fix cublas ops on dynamic vram. (#12776) 2026-03-05 01:21:55 -05:00
comfyanonymousandGitHub 43c64b6308 Support the LTXAV 2.3 model. (#12773)
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2026-03-04 20:06:20 -05:00
comfyanonymousandGitHub ac4a943ff3 Initial load device should be cpu when using dynamic vram. (#12766) 2026-03-04 16:33:14 -05:00
rattusandGitHub 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
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
rattusandGitHub 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
rattusandGitHub 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 LongbottomandGitHub 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
rattusandGitHub 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 JiaandGitHub 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
comfyanonymousandGitHub f719a9d928 Adjust memory usage factor of zeta model. (#12746)
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2026-03-03 17:35:22 -05:00
rattusandGitHub 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
rattusandGitHub 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
xeinherjerandGitHub dff0a4a158 Fix VAEDecodeAudioTiled ignoring tile_size input (#12735) (#12738)
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2026-03-02 20:17:51 -05:00
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
comfyanonymousandGitHub 57dd6c1aad Support loading zeta chroma weights properly. (#12734)
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2026-03-02 18:54:18 -05:00
ComfyUI WikiandGitHub f1f8996e15 chore: update workflow templates to v0.9.5 (#12732) 2026-03-02 09:13:42 -08:00
Alexander PiskunandGitHub afb54219fa feat(api-nodes): allow to use "IMAGE+TEXT" in NanoBanana2 (#12729)
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2026-03-01 23:24:33 -08:00
rattusandGitHub 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
rattusandGitHub 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
comfyanonymousandGitHub 602f6bd82c Make --disable-smart-memory disable dynamic vram. (#12722)
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2026-03-01 15:28:39 -05:00
rattusandGitHub c0d472e5b9 comfy-aimdo 0.2.3 (#12720) 2026-03-01 11:14:56 -08:00
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 ByrneandGitHub 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
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
comfyanonymousandGitHub 1080bd442a Disable dynamic vram on wsl. (#12706) 2026-02-28 22:23:28 -05:00
comfyanonymousandGitHub 17106cb124 Move parsing of requirements logic to function. (#12701) 2026-02-28 22:21:32 -05:00
rattusandGitHub 48bb0bd18a cli_args: Default comfy to DynamicVram mode (#12658)
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2026-02-28 16:52:30 -05:00
rattusandGitHub 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 SeppänenandGitHub 1f6744162f feat: Support SCAIL WanVideo model (#12614) 2026-02-28 16:49:12 -05:00
fappazandGitHub 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
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
comfyanonymousandGitHub 9d0e114ee3 PyOpenGL-accelerate is not necessary. (#12692) 2026-02-27 23:34:58 -05:00
TalmajandGitHub ac4412d0fa Native LongCat-Image implementation (#12597) 2026-02-27 23:04:34 -05:00
comfyanonymousandGitHub 94f1a1cc9d Limit overlap in image tile and combine nodes to prevent issues. (#12688) 2026-02-27 20:16:24 -05:00
rattusandGitHub 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" ProkeinandGitHub 25ec3d96a3 Class WanVAE, def encode, feat_map is using self.decoder instead of self.encoder (#12682) 2026-02-27 19:03:45 -05:00
1f1ec377ce feat: add ResolutionSelector node for aspect ratio and megapixel-based resolution calculation (#12199)
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Amp-Thread-ID: https://ampcode.com/threads/T-019c179e-cd8c-768f-ae66-207c7a53c01d

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-27 09:13:57 -08:00
pythongosssssandGitHub 0a7f8e11b6 fix torch.cat requiring inputs to all be same dimensions (#12673) 2026-02-27 08:13:24 -08:00
vickytsangandGitHub 35e9fce775 Enable Pytorch Attention for gfx950 (#12641)
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2026-02-26 20:16:12 -05:00
Jukka SeppänenandGitHub c7f7d52b68 feat: Support SDPose-OOD (#12661) 2026-02-26 19:59:05 -05:00
rattusandGitHub 08b26ed7c2 bug_report template: Push harder for logs (#12657)
We get a lot od bug reports without logs, especially for performance
issues.
2026-02-26 18:59:24 -05:00
fappazandGitHub 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
comfyanonymousandGitHub 3811780e4f Portable with cu128 isn't useful anymore. (#12666)
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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 WikiandGitHub 88d05fe483 chore: update workflow templates to v0.9.4 (#12664) 2026-02-26 15:52:45 -05:00
Alexander PiskunandGitHub fd41ec97cc feat(api-nodes): add NanoBanana2 (#12660) 2026-02-26 15:52:10 -05:00
rattusandGitHub 420e900f69 main: load aimdo earlier (#12655)
Some custom node packs are naughty, and violate the
dont-load-torch-on-load rule. This causes aimdo to lose preference on
its allocator hook on linux.

Go super early on the aimdo first-stage init before custom nodes
are mentioned at all.
2026-02-26 15:19:38 -05:00
pythongosssssandGitHub 38ca94599f pyopengl-accelerate can cause object to be numpy ints instead of bare ints, which the glDeleteTextures function does not accept, explicitly cast to int (#12650)
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2026-02-26 03:07:35 -08:00
Christian ByrneandGitHub 74b5a337dc fix: move essentials_category to correct replacement nodes (#12568)
Move essentials_category from deprecated/incorrect nodes to their replacements:
- ImageBatch → BatchImagesNode (ImageBatch is deprecated)
- Blur → removed (should use subgraph blueprint)
- GetVideoComponents → Video Slice

Amp-Thread-ID: https://ampcode.com/threads/T-019c8340-4da2-723b-a09f-83895c5bbda5
2026-02-26 01:00:32 -08:00
comfyanonymousandGitHub 8a4d85c708 Cleanups to the last PR. (#12646) 2026-02-26 01:30:31 -05:00
Tavi HalperinandGitHub a4522017c5 feat: per-guide attention strength control in self-attention (#12518)
Implements per-guide attention attenuation via log-space additive bias
in self-attention. Each guide reference tracks its own strength and
optional spatial mask in conditioning metadata (guide_attention_entries).
2026-02-26 01:25:23 -05:00
Jukka SeppänenandGitHub 907e5dcbbf initial FlowRVS support (#12637)
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2026-02-25 23:38:46 -05:00
comfyanonymousandGitHub 7253531670 Fix ltxav te mem estimation. (#12643) 2026-02-25 23:13:47 -05:00
comfyanonymousandGitHub e14b04478c Fix LTXAV text enc min length. (#12640)
Should have been 1024 instead of 512
2026-02-25 22:36:02 -05:00
Christian ByrneandGitHub eb8737d675 Update requirements.txt (#12642) 2026-02-25 18:30:48 -08:00
rattusandGitHub 0467f690a8 comfy aimdo 0.2.2 (#12635)
Comfy Aimdo 0.2.2 moves the cuda allocator hook from the cudart API to
the cuda driver API on windows. This is needed to handle Windows+cu13
where cudart is statically linked.
2026-02-25 16:50:05 -05:00
rattusandGitHub 4f5b7dbf1f Fix Aimdo fallback on probe to not use zero-copy sft (#12634)
* utils: dont use comfy sft loader in aimdo fallback

This was going to the raw command line switch and should respect main.py
probe of whether aimdo actually loaded successfully.

* ops: dont use deferred linear load in Aimdo fallback

Avoid changes of behaviour on --fast dynamic_vram when aimdo doesnt work.
2026-02-25 16:49:48 -05:00
rattusandGitHub 3ebe1ac22e Disable dynamic_vram when using torch compiler (#12612)
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* mp: attach re-construction arguments to model patcher

When making a model-patcher from a unet or ckpt, attach a callable
function that can be called to replay the model construction. This
can be used to deep clone model patcher WRT the actual model.

Originally written by Kosinkadink
https://github.com/Comfy-Org/ComfyUI/commit/f4b99bc62389af315013dda85f24f2bbd262b686

* mp: Add disable_dynamic clone argument

Add a clone argument that lets a caller clone a ModelPatcher but disable
dynamic to demote the clone to regular MP. This is useful for legacy
features where dynamic_vram support is missing or TBD.

* torch_compile: disable dynamic_vram

This is a bigger feature. Disable for the interim to preserve
functionality.
2026-02-24 19:13:46 -05:00
rattusandGitHub befa83d434 comfy aimdo 0.2.1 (#12620)
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Changes:

throttle VRAM threshold checks to restore performance in high-layer-rate
conditions.
2026-02-24 16:02:26 -05:00
Jedrzej KosinskiandGitHub 33f83d53ae Fix KeyError when prompt entries lack class_type key (#12595)
Skip entries in the prompt dict that don't contain a class_type key
in apply_replacements(), preventing crashes on metadata or non-node
entries.

Fixes Comfy-Org/ComfyUI#12517
2026-02-24 16:02:05 -05:00
comfyanonymous b874bd2b8c ComfyUI v0.15.0 2026-02-24 12:42:15 -05:00
ComfyUI WikiandGitHub 0aa02453bb chore: update embedded docs to v0.4.3 (#12601) 2026-02-24 12:41:36 -05:00
comfyanonymousandGitHub 599f9c5010 Don't crash right away if op is uninitialized. (#12615) 2026-02-24 12:28:25 -05:00
ComfyUI WikiandGitHub 11fefa58e9 chore: update workflow templates to v0.9.3 (#12610) 2026-02-24 09:04:51 -08:00
Alexander PiskunandGitHub d8090013b8 feat(api-nodes): add ByteDance Seedream-5 model (#12609)
* feat(api-nodes): add ByteDance Seedream-5 model

* made error message more correct

* rename seedream 5.0 model
2026-02-24 09:03:30 -08:00
048dd2f321 Patch frontend to 1.39.16 (from 1.39.14) (#12604)
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* Update requirements.txt

* Update requirements.txt

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-24 00:44:40 -08:00
comfyanonymousandGitHub 84aba95e03 Temporality unbreak some LTXAV workflows to give people time to migrate. (#12605) 2026-02-24 00:50:03 -05:00
comfyanonymousandGitHub 9b1c63eb69 Add SplitImageToTileList and ImageMergeTileList nodes. (#12599)
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With these you can split an image into tiles, do operations and then combine it back to a single image.
2026-02-23 21:01:17 -05:00
ComfyUI WikiandGitHub 7a7debcaf1 chore: update workflow templates to v0.9.2 (#12596) 2026-02-23 18:27:20 -05:00
Alexander PiskunandGitHub dba2766e53 feat(api-nodes): add KlingAvatar node (#12591)
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2026-02-23 11:27:16 -08:00
comfyanonymousandGitHub caa43d2395 Fix issue loading fp8 ltxav checkpoints. (#12582)
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2026-02-22 16:00:02 -05:00
comfyanonymousandGitHub 07ca6852e8 Fix dtype issue in embeddings connector. (#12570)
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2026-02-22 03:18:20 -05:00
comfyanonymousandGitHub f266b8d352 Move LTXAV av embedding connectors to diffusion model. (#12569)
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2026-02-21 22:29:58 -05:00
Christian ByrneandGitHub b6cb30bab5 chore: tune CodeRabbit config to limit review scope and disable for drafts (#12567)
* chore: tune CodeRabbit config to limit review scope and disable for drafts

- Add tone_instructions to focus only on newly introduced issues
- Add global path_instructions entry to ignore pre-existing issues in moved/reformatted code
- Disable draft PR reviews (drafts: false) and add WIP title keywords
- Disable ruff tool to prevent linter-based outside-diff-range comments

Addresses feedback from maintainers about CodeRabbit flagging pre-existing
issues in code that was merely moved or de-indented (e.g., PR #12557),
which can discourage community contributions and cause scope creep.

Amp-Thread-ID: https://ampcode.com/threads/T-019c82de-0481-7253-ad42-20cb595bb1ba

* chore: add 'DO NOT MERGE' to ignore_title_keywords

Amp-Thread-ID: https://ampcode.com/threads/T-019c82de-0481-7253-ad42-20cb595bb1ba
2026-02-21 18:32:15 -08:00
Christian ByrneandGitHub ee72752162 Add category to Normalized Attention Guidance node (#12565) 2026-02-21 19:51:21 -05:00
7591d781a7 fix: specify UTF-8 encoding when reading subgraph files (#12563)
On Windows, Python defaults to cp1252 encoding when no encoding is
specified. JSON files containing UTF-8 characters (e.g., non-ASCII
characters) cause UnicodeDecodeError when read with cp1252.

This fixes the error that occurs when loading blueprint subgraphs
on Windows systems.

https://claude.ai/code/session_014WHi3SL9Gzsi3U6kbSjbSb

Co-authored-by: Claude <noreply@anthropic.com>
2026-02-21 15:05:00 -08:00
rattusandGitHub 0bfb936ab4 comfy-aimdo 0.2 - Improved pytorch allocator integration (#12557)
Integrate comfy-aimdo 0.2 which takes a different approach to
installing the memory allocator hook. Instead of using the complicated
and buggy pytorch MemPool+CudaPluggableAlloctor, cuda is directly hooked
making the process much more transparent to both comfy and pytorch. As
far as pytorch knows, aimdo doesnt exist anymore, and just operates
behind the scenes.

Remove all the mempool setup stuff for dynamic_vram and bump the
comfy-aimdo version. Remove the allocator object from memory_management
and demote its use as an enablment check to a boolean flag.

Comfy-aimdo 0.2 also support the pytorch cuda async allocator, so
remove the dynamic_vram based force disablement of cuda_malloc and
just go back to the old settings of allocators based on command line
input.
2026-02-21 10:52:57 -08:00
pythongosssssandGitHub 602b2505a4 add support for pyopengl < 3.1.4 where the size parameter does not exist (#12555) 2026-02-21 06:14:57 -08:00
04a55d5019 fix: swap essentials_category from CLIPTextEncode to PrimitiveStringMultiline (#12553)
Remove CLIPTextEncode from Basics essentials category and add
PrimitiveStringMultiline (String Multiline) in its place.

Amp-Thread-ID: https://ampcode.com/threads/T-019c7efb-d916-7244-8c43-77b615ba0622

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-20 23:46:46 -08:00
Christian ByrneandGitHub 5fb8f06495 feat: add essential subgraph blueprints (#12552)
Add 24 non-cloud essential blueprints from comfyui-wiki/Subgraph-Blueprints.
These cover common workflows: text/image/video generation, editing,
inpainting, outpainting, upscaling, depth maps, pose, captioning, and more.

Cloud-only blueprints (5) are excluded and will be added once
client-side distribution filtering lands.

Amp-Thread-ID: https://ampcode.com/threads/T-019c6f43-6212-7308-bea6-bfc35a486cbf
2026-02-20 23:40:13 -08:00
5a182bfaf1 update glsl blueprint with gradient (#12548)
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-20 23:02:36 -08:00
f394af8d0f feat: add gradient-slider display mode for FLOAT inputs (#12536)
* feat: add gradient-slider display mode for FLOAT inputs

* fix: use precise type annotation list[list[float]] for gradient_stops

Amp-Thread-ID: https://ampcode.com/threads/T-019c7eea-be2b-72ce-a51f-838376f9b7a7

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: bymyself <cbyrne@comfy.org>
2026-02-20 22:52:32 -08:00
Arthur R LongbottomandGitHub aeb5bdc8f6 Fix non-contiguous audio waveform crash in video save (#12550)
Fixes #12549
2026-02-20 23:37:55 -05:00
comfyanonymousandGitHub 64953bda0a Update nightly installation command for ROCm (#12547) 2026-02-20 21:32:05 -05:00
b254cecd03 chore: add CodeRabbit configuration for automated code review (#12539)
Amp-Thread-ID: https://ampcode.com/threads/T-019c7915-2abf-743c-9c74-b93d87d63055

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-20 00:25:54 -08:00
1bb956fb66 [API Nodes] add ElevenLabs nodes (#12207)
* feat(api-nodes): add ElevenLabs API nodes

* added price badge for ElevenLabsInstantVoiceClone node

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-19 22:12:28 -08:00
96d6bd1a4a Add GLSL shader node using PyOpenGL (#12148)
* adds support for executing simple glsl shaders
using moderngl package

* tidy

* Support multiple outputs

* Try fix build

* fix casing

* fix line endings

* convert to using PyOpenGL and glfw

* remove cpu support

* tidy

* add additional support for egl & osmesa backends

* fix ci
perf: only read required outputs

* add diagnostics, update mac initialization

* GLSL glueprints + node fixes (#12492)

* Add image operation blueprints

* Add channels

* Add glow

* brightness/contrast

* hsb

* add glsl shader update system

* shader nit iteration

* add multipass for faster blur

* more fixes

* rebuild blueprints

* print -> logger

* Add edge preserving blur

* fix: move _initialized flag to end of GLContext.__init__

Prevents '_vao' attribute error when init fails partway through
and subsequent calls skip initialization due to early _initialized flag.

* update valid ranges
- threshold 0-100
- step 0+

* fix value ranges

* rebuild node to remove extra inputs

* Fix gamma step

* clamp saturation in colorize instead of wrapping

* Fix crash on 1x1 px images

* rework description

* remove unnecessary f


Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: Hunter Senft-Grupp <hunter@comfy.org>
2026-02-19 23:22:13 -05:00
comfyanonymousandGitHub 5f2117528a Force min length 1 when tokenizing for text generation. (#12538) 2026-02-19 22:57:44 -05:00
comfyanonymousandGitHub 0301ccf745 Small cleanup and try to get qwen 3 work with the text gen. (#12537) 2026-02-19 22:42:28 -05:00
4d172e9ad7 feat: mark 429 widgets as advanced for collapsible UI (#12197)
* feat: mark 429 widgets as advanced for collapsible UI

Mark widgets as advanced across core, comfy_extras, and comfy_api_nodes
to support the new collapsible advanced inputs section in the frontend.

Changes:
- 267 advanced markers in comfy_extras/
- 162 advanced markers in comfy_api_nodes/
- All files pass python3 -m py_compile verification

Widgets marked advanced (hidden by default):
- Scheduler internals: sigma_max, sigma_min, rho, mu, beta, alpha
- Sampler internals: eta, s_noise, order, rtol, atol, h_init, pcoeff, etc.
- Memory optimization: tile_size, overlap, temporal_size, temporal_overlap
- Pipeline controls: add_noise, start_at_step, end_at_step
- Timing controls: start_percent, end_percent
- Layer selection: stop_at_clip_layer, layers, block_number
- Video encoding: codec, crf, format
- Device/dtype: device, noise_device, dtype, weight_dtype

Widgets kept basic (always visible):
- Core params: strength, steps, cfg, denoise, seed, width, height
- Model selectors: ckpt_name, lora_name, vae_name, sampler_name
- Common controls: upscale_method, crop, batch_size, fps, opacity

Related: frontend PR #11939
Amp-Thread-ID: https://ampcode.com/threads/T-019c1734-6b61-702e-b333-f02c399963fc

* fix: remove advanced=True from DynamicCombo.Input (unsupported)

Amp-Thread-ID: https://ampcode.com/threads/T-019c1734-6b61-702e-b333-f02c399963fc

* fix: address review - un-mark model merge, video, image, and training node widgets as advanced

Per comfyanonymous review:
- Model merge arguments should not be advanced (all 14 model-specific merge classes)
- SaveAnimatedWEBP lossless/quality/method should not be advanced
- SaveWEBM/SaveVideo codec/crf/format should not be advanced
- TrainLoraNode options should not be advanced (7 inputs)

Amp-Thread-ID: https://ampcode.com/threads/T-019c322b-a3a8-71b7-9962-d44573ca6352

* fix: un-mark batch_size and webcam width/height as advanced (should stay basic)

Amp-Thread-ID: https://ampcode.com/threads/T-019c3236-1417-74aa-82a3-bcb365fbe9d1

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-19 19:20:02 -08:00
5632b2df9d feat: add essentials_category (#12357)
* feat: add essentials_category field to node schema

Amp-Thread-ID: https://ampcode.com/threads/T-019c2b25-cd90-7218-9071-03cb46b351b3

* feat: add ESSENTIALS_CATEGORY to core nodes

Marked nodes:
- Basic: LoadImage, SaveImage, LoadVideo, SaveVideo, Load3D, CLIPTextEncode
- Image Tools: ImageScale, ImageInvert, ImageBatch, ImageCrop, ImageRotate, ImageBlur
- Image Tools/Preprocessing: Canny
- Image Generation: LoraLoader
- Audio: LoadAudio, SaveAudio

Amp-Thread-ID: https://ampcode.com/threads/T-019c2b25-cd90-7218-9071-03cb46b351b3

* Add ESSENTIALS_CATEGORY to more nodes

- SaveGLB (Basic)
- GetVideoComponents (Video Tools)
- TencentTextToModelNode, TencentImageToModelNode (3D)
- RecraftRemoveBackgroundNode (Image Tools)
- KlingLipSyncAudioToVideoNode (Video Generation)
- OpenAIChatNode (Text Generation)
- StabilityTextToAudio (Audio)

Amp-Thread-ID: https://ampcode.com/threads/T-019c2b69-81c1-71c3-8096-450a39e20910

* fix: correct essentials category for Canny node

Amp-Thread-ID: https://ampcode.com/threads/T-019c7303-ab53-7341-be76-a5da1f7a657e
Co-authored-by: Amp <amp@ampcode.com>

* refactor: replace essentials_category string literals with constants

Amp-Thread-ID: https://ampcode.com/threads/T-019c7303-ab53-7341-be76-a5da1f7a657e
Co-authored-by: Amp <amp@ampcode.com>

* refactor: revert constants, use string literals for essentials_category

Amp-Thread-ID: https://ampcode.com/threads/T-019c7303-ab53-7341-be76-a5da1f7a657e
Co-authored-by: Amp <amp@ampcode.com>

* fix: update basics

---------

Co-authored-by: bymyself <cbyrne@comfy.org>
Co-authored-by: Amp <amp@ampcode.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-19 19:00:26 -08:00
Alexander PiskunandGitHub 2687652530 fix(api-nodes): force Gemini to return uncompressed images (#12516) 2026-02-19 04:10:39 -08:00
Jukka SeppänenandGitHub 6d11cc7354 feat: Add basic text generation support with native models, initially supporting Gemma3 (#12392) 2026-02-18 20:49:43 -05:00
comfyanonymousandGitHub f262444dd4 Add simple 3 band equalizer node for audio. (#12519) 2026-02-18 18:36:35 -05:00
Alexander PiskunandGitHub 239ddd3327 fix(api-nodes): add price badge for Rodin Gen-2 node (#12512) 2026-02-17 23:15:23 -08:00
HunterandGitHub 83dd65f23a fix: use glob matching for Gemini image MIME types (#12511)
gemini-3-pro-image-preview nondeterministically returns image/jpeg
instead of image/png. get_image_from_response() hardcoded
get_parts_by_type(response, "image/png"), silently dropping JPEG
responses and falling back to torch.zeros (all-black output).

Add _mime_matches() helper using fnmatch for glob-style MIME matching.
Change get_image_from_response() to request "image/*" so any image
format returned by the API is correctly captured.
2026-02-18 00:03:54 -05:00
8ad38d2073 BBox widget (#11594)
* Boundingbox widget

* code improve

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: Christian Byrne <cbyrne@comfy.org>
2026-02-17 17:13:39 -08:00
6c14f129af Bump comfyui-frontend-package to 1.39.14 (#12494)
* Bump comfyui-frontend-package to 1.39.13

* Update requirements.txt

---------

Co-authored-by: Christian Byrne <cbyrne@comfy.org>
2026-02-17 13:41:34 -08:00
rattusandGitHub 58dcc97dcf ops: limit return of requants (#12506)
This check was far too broad and the dtype is not a reliable indicator
of wanting the requant (as QT returns the compute dtype as the dtype).
So explictly plumb whether fp8mm wants the requant or not.
2026-02-17 15:32:27 -05:00
comfyanonymous 19236edfa4 ComfyUI v0.14.1 2026-02-17 13:28:06 -05:00
ComfyUI WikiandGitHub 73c3f86973 chore: update workflow templates to v0.8.43 (#12507) 2026-02-17 13:25:55 -05:00
Alexander PiskunandGitHub 262abf437b feat(api-nodes): add Recraft V4 nodes (#12502) 2026-02-17 13:25:44 -05:00
Alexander PiskunandGitHub 5284e6bf69 feat(api-nodes): add "viduq3-turbo" model and Vidu3StartEnd node; fix the price badges (#12482) 2026-02-17 10:07:14 -08:00
chaObservandGitHub 44f8598521 Fix anima LLM adapter forward when manual cast (#12504) 2026-02-17 07:56:44 -08:00
comfyanonymous fe52843fe5 ComfyUI v0.14.0 2026-02-17 00:39:54 -05:00
comfyanonymousandGitHub c39653163d Fix anima preprocess text embeds not using right inference dtype. (#12501) 2026-02-17 00:29:20 -05:00
comfyanonymousandGitHub 18927538a1 Implement NAG on all the models based on the Flux code. (#12500)
Use the Normalized Attention Guidance node.

Flux, Flux2, Klein, Chroma, Chroma radiance, Hunyuan Video, etc..
2026-02-16 23:30:34 -05:00
Jedrzej KosinskiandGitHub 8a6fbc2dc2 Allow control_after_generate to be type ControlAfterGenerate in v3 schema (#12187) 2026-02-16 22:20:21 -05:00
Alex ButlerandGitHub b44fc4c589 add venv* to gitignore (#12431) 2026-02-16 22:16:19 -05:00
comfyanonymousandGitHub 4454fab7f0 Remove code to support RMSNorm on old pytorch. (#12499) 2026-02-16 20:09:24 -05:00
ComfyUI WikiandGitHub 1978f59ffd chore: update workflow templates to v0.8.42 (#12491)
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2026-02-16 17:33:43 -05:00
comfyanonymousandGitHub 88e6370527 Remove workaround for old pytorch. (#12480)
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2026-02-15 20:43:53 -05:00
rattusandGitHub c0370044cd MPDynamic: force load flux img_in weight (Fixes flux1 canny+depth lora crash) (#12446)
* lora: add weight shape calculations.

This lets the loader know if a lora will change the shape of a weight
so it can take appropriate action.

* MPDynamic: force load flux img_in weight

This weight is a bit special, in that the lora changes its geometry.
This is rather unique, not handled by existing estimate and doesn't
work for either offloading or dynamic_vram.

Fix for dynamic_vram as a special case. Ideally we can fully precalculate
these lora geometry changes at load time, but just get these models
working first.
2026-02-15 20:30:09 -05:00
rattusandGitHub ecd2a19661 Fix lora Extraction in offload conditions (+ dynamic_vram mode) (#12479)
* lora_extract: Add a trange

If you bite off more than your GPU can chew, this kinda just hangs.
Give a rough indication of progress counting the weights in a trange.

* lora_extract: Support on-the-fly patching

Use the on-the-fly approach from the regular model saving logic for
lora extraction too. Switch off force_cast_weights accordingly.

This gets extraction working in dynamic vram while also supporting
extraction on GPU offloaded.
2026-02-15 20:28:51 -05:00
2c1d06a4e3 feat(api-nodes): add Bria RMBG nodes (#12465)
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-15 17:22:30 -08:00
Alexander PiskunandGitHub e2c71ceb00 feat(api-nodes-Tencent): add ModelTo3DUV, 3DTextureEdit, 3DParts nodes (#12428)
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* feat(api-nodes-Tencent): add ModelTo3DUV, 3DTextureEdit, 3DParts nodes

* add image output to TencentModelTo3DUV node

* commented out two nodes

* added rate_limit check to other hunyuan3d nodes
2026-02-15 05:33:18 -08:00
Jedrzej KosinskiandGitHub 596ed68691 Node Replacement API (#12014) 2026-02-15 02:12:30 -08:00
Alexander PiskunandGitHub ce4a1ab48d chore(api-nodes): remove "gpt-4o" model (#12467) 2026-02-15 01:31:59 -08:00
comfyanonymousandGitHub e1ede29d82 Remove unsafe pickle loading code that was used on pytorch older than 2.4 (#12473)
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2026-02-14 22:53:52 -05:00
Christian ByrneandGitHub df1e5e8514 Update frontend package to 1.38.14 (#12469)
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2026-02-14 11:01:10 -08:00
krigetaandGitHub dc9822b7df Add working Qwen 2512 ControlNet (Fun ControlNet) support (#12359)
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2026-02-13 22:23:52 -05:00
comfyanonymousandGitHub 712efb466b Add left padding to LTXAV text encoder. (#12456) 2026-02-13 21:56:54 -05:00
comfyanonymousandGitHub 726af73867 Fix some custom nodes. (#12455) 2026-02-13 20:21:10 -05:00
comfyanonymousandGitHub 831351a29e Support generating attention masks for left padded text encoders. (#12454) 2026-02-13 20:15:23 -05:00
comfyanonymousandGitHub e1add563f9 Use torch RMSNorm for flux models and refactor hunyuan video code. (#12432)
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2026-02-13 15:35:13 -05:00
rattusandGitHub 8902907d7a dynamic_vram: Training fixes (#12442) 2026-02-13 15:29:37 -05:00
comfyanonymousandGitHub e03fe8b591 Update command to install AMD stable linux pytorch. (#12437)
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2026-02-12 23:29:12 -05:00
rattusandGitHub ae79e33345 llama: use a more efficient rope implementation (#12434)
Get rid of the cat and unary negation and inplace add-cmul the two
halves of the rope. Precompute -sin once at the start of the model
rather than every transformer block.

This is slightly faster on both GPU and CPU bound setups.
2026-02-12 19:56:42 -05:00
rattusandGitHub 117e214354 ModelPatcherDynamic: force load non leaf weights (#12433)
The current behaviour of the default ModelPatcher is to .to a model
only if its fully loaded, which is how random non-leaf weights get
loaded in non-LowVRAM conditions.

The however means they never get loaded in dynamic_vram. In the
dynamic_vram case, force load them to the GPU.
2026-02-12 19:51:50 -05:00
Alexander PiskunandGitHub 4a93a62371 fix(api-nodes): add separate retry budget for 429 rate limit responses (#12421)
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2026-02-12 01:38:51 -08:00
comfyanonymousandGitHub 66c18522fb Add a tip for common error. (#12414)
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2026-02-11 22:12:16 -05:00
askmyteapotandGitHub e5ae670a40 Update ace15.py to allow min_p sampling (#12373) 2026-02-11 20:28:48 -05:00
rattusandGitHub 3fe61cedda model_patcher: guard against none model_dtype (#12410)
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Handle the case where the _model_dtype exists but is none with the
intended fallback.
2026-02-11 14:54:02 -05:00
rattusandGitHub 2a4328d639 ace15: Use dynamic_vram friendly trange (#12409)
Factor out the ksampler trange and use it in ACE LLM to prevent the
silent stall at 0 and rate distortion due to first-step model load.
2026-02-11 14:53:42 -05:00
rattusandGitHub d297a749a2 dynamic_vram: Fix windows Aimdo crash + Fix LLM performance (#12408)
* model_management: lazy-cache aimdo_tensor

These tensors cosntructed from aimdo-allocations are CPU expensive to
make on the pytorch side. Add a cache version that will be valid with
signature match to fast path past whatever torch is doing.

* dynamic_vram: Minimize fast path CPU work

Move as much as possible inside the not resident if block and cache
the formed weight and bias rather than the flat intermediates. In
extreme layer weight rates this adds up.
2026-02-11 14:50:16 -05:00
2b7cc7e3b6 [API Nodes] enable Magnific Upscalers (#12179)
* feat(api-nodes): enable Magnific Upscalers

* update price badges

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-11 11:30:19 -08:00
4993411fd9 Dispatch desktop auto-bump when a ComfyUI release is published (#12398)
* Dispatch desktop auto-bump on ComfyUI release publish

* Fix release webhook secret checks in step conditions

* Require desktop dispatch token in release webhook

* Apply suggestion from @Copilot

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

---------

Co-authored-by: Luke Mino-Altherr <lminoaltherr@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-11 11:15:13 -08:00
Alexander PiskunandGitHub 2c7cef4a23 fix(api-nodes): retry on connection errors during polling instead of aborting (#12393) 2026-02-11 10:51:49 -08:00
comfyanonymousandGitHub 76a7fa96db Make built in lora training work on anima. (#12402)
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2026-02-10 22:04:32 -05:00
Kohaku-BlueleafandGitHub cdcf4119b3 [Trainer] training with proper offloading (#12189)
* Fix bypass dtype/device moving

* Force offloading mode for training

* training context var

* offloading implementation in training node

* fix wrong input type

* Support bypass load lora model, correct adapter/offloading handling
2026-02-10 21:45:19 -05:00
dbe70b6821 Add a VideoSlice node (#12107)
* Base TrimVideo implementation

* Raise error if as_trimmed call fails

* Bigger max start_time, tooltips, and formatting

* Count packets unless codec has subframes

* Remove incorrect nested decode

* Add null check for audio streams

* Support non-strict duration

* Added strict_duration bool to node definition

* Empty commit for approval

* Fix duration

* Support 5.1 audio layout on save

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-10 14:42:21 -08:00
00fff6019e feat(jobs): add 3d to PREVIEWABLE_MEDIA_TYPES for first-class 3D output support (#12381)
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-10 14:37:14 -08:00
rattusandGitHub 123a7874a9 ops: Fix vanilla-fp8 loaded lora quality (#12390)
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This was missing the stochastic rounding required for fp8 downcast
to be consistent with model_patcher.patch_weight_to_device.

Missed in testing as I spend too much time with quantized tensors
and overlooked the simpler ones.
2026-02-10 13:38:28 -05:00
rattusandGitHub f719f9c062 sd: delay VAE dtype archive until after override (#12388)
VAEs have host specific dtype logic that should override the dynamic
_model_dtype. Defer the archiving of model dtypes until after.
2026-02-10 13:37:46 -05:00
rattusandGitHub fe053ba5eb mp: dont deep-clone objects from model_options (#12382)
If there are non-trivial python objects nested in the model_options, this
causes all sorts of issues. Traverse lists and dicts so clones can safely
overide settings and BYO objects but stop there on the deepclone.
2026-02-10 13:37:17 -05:00
comfyanonymous 6648ab68bc ComfyUI v0.13.0 2026-02-10 13:26:29 -05:00
ComfyUI WikiandGitHub 6615db925c chore: update workflow templates to v0.8.38 (#12394) 2026-02-10 13:24:56 -05:00
Alexander PiskunandGitHub 8ca842a8ed feat(api-nodes-Kling): add new models (V3, O3) (#12389)
* feat(api-nodes-Kling): add new models (V3, O3)

* remove storyboard from VideoToVideo node

* added check for total duration of storyboards

* fixed other small things

* updated display name for nodes

* added "fake" seed
2026-02-10 09:34:54 -08:00
Alexander PiskunandGitHub c1b63a7e78 fix(Moonvalley-API-Nodes): adjust "steps" parameter to not raise exception (#12370)
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2026-02-09 21:58:27 -05:00
ComfyUI WikiandGitHub 349a636a2b chore: update workflow templates to v0.8.37 (#12377) 2026-02-09 21:25:34 -05:00
comfyanonymousandGitHub a4be04c5d7 Ace step prompts match now. (#12376) 2026-02-09 19:45:56 -05:00
bleppingandGitHub baf8c87455 Iimprovements to ACE-Steps 1.5 text encoding (part 2) (#12350) 2026-02-09 19:41:49 -05:00
rattusandGitHub 62315fbb15 Dynamic VRAM fixes - Ace 1.5 performance + a VRAM leak (#12368)
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* revert threaded model loader change

This change was only needed to get around the pytorch 2.7 mempool bugs,
and should have been reverted along with #12260. This fixes a different
memory leak where pytorch gets confused about cache emptying.

* load non comfy weights

* MPDynamic: Pre-generate the tensors for vbars

Apparently this is an expensive operation that slows down things.

* bump to aimdo 1.8

New features:
watermark limit feature
logging enhancements
-O2 build on linux
2026-02-09 16:16:08 -05:00
comfyanonymousandGitHub a0302cc6a8 Make tonemap latent work on any dim latents. (#12363)
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2026-02-08 21:16:40 -05:00
comfyanonymousandGitHub f350a84261 Disable prompt weights for ltxv2. (#12354)
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2026-02-07 19:16:28 -05:00
ComfyUI WikiandGitHub 3760d74005 chore: update embedded docs to v0.4.1 (#12346) 2026-02-07 18:34:52 -05:00
chaObservandGitHub 9bf5aa54db Add search_aliases to sa-solver and seeds-2 node (#12327) 2026-02-07 17:38:51 -05:00
Jukka SeppänenandGitHub 5ff4fdedba Fix LazyCache (#12344)
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2026-02-07 11:25:30 -08:00
comfyanonymousandGitHub 17e7df43d1 Pad ace step 1.5 ref audio if not long enough. (#12341)
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2026-02-07 00:02:11 -05:00
comfyanonymousandGitHub 039955c527 Some fixes to previous pr. (#12339)
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2026-02-06 20:14:52 -05:00
tdrussellandGitHub 6a26328842 Support fp16 for Cosmos-Predict2 and Anima (#12249) 2026-02-06 20:12:15 -05:00
comfyanonymousandGitHub 204e65b8dc Fix bug with last pr (#12338) 2026-02-06 19:48:20 -05:00
asagi4andGitHub a831c19b70 Fix return_word_ids=True with Anima tokenizer (#12328) 2026-02-06 19:38:04 -05:00
comfyanonymousandGitHub eba6c940fd Make ace step 1.5 base model work properly with default workflow. (#12337) 2026-02-06 19:14:56 -05:00
Jukka SeppänenandGitHub a1c101f861 EasyCache: Support LTX2 (#12231)
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2026-02-06 00:43:09 -05:00
comfyanonymousandGitHub c2d7f07dbf Fix issue when using disable_unet_model_creation (#12315)
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2026-02-05 19:24:09 -05:00
comfyanonymousandGitHub 458292fef0 Fix some lowvram stuff with ace step 1.5 (#12312) 2026-02-05 19:15:04 -05:00
comfyanonymousandGitHub 6555dc65b8 Make ace step 1.5 work without the llm. (#12311) 2026-02-05 16:43:45 -05:00
AustinMrozandGitHub 2b70ab9ad0 Add a Create List node (#12173)
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2026-02-05 01:18:21 -05:00
Comfy Org PR BotandGitHub 00efcc6cd0 Bump comfyui-frontend-package to 1.38.13 (#12238) 2026-02-05 01:17:37 -05:00
comfyanonymous cb459573c8 ComfyUI v0.12.3 2026-02-05 01:13:35 -05:00
comfyanonymousandGitHub 35183543e0 Add VAE tiled decode node for audio. (#12299) 2026-02-05 01:12:04 -05:00
bleppingandGitHub a246cc02b2 Improvements to ACE-Steps 1.5 text encoding (#12283) 2026-02-05 00:17:37 -05:00
comfyanonymousandGitHub a50c32d63f Disable sage attention on ace step 1.5 (#12297) 2026-02-04 22:15:30 -05:00
comfyanonymousandGitHub 6125b80979 Add llm sampling options and make reference audio work on ace step 1.5 (#12295)
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2026-02-04 21:29:22 -05:00
comfyanonymousandGitHub c8fcbd66ee Try to fix ace text encoder slowness on some configs. (#12290) 2026-02-04 19:37:05 -05:00
comfyanonymousandGitHub 26dd7eb421 Fix ace step nan issue on some hardware/pytorch configs. (#12289) 2026-02-04 18:25:06 -05:00
Alexander PiskunandGitHub e77b34dfea add File3DAny output to Load3D node; extend SaveGLB to accept File3DAny as input (#12276)
* add File3DAny output to Load3D node; extend SaveGLB node to accept File3DAny as input

* fix(grammar): capitalize letter
2026-02-04 11:35:38 -08:00
rattusandGitHub ef73070ea4 mp: Fix checkpoint saving (#12268)
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Fix regression in the recent model saving refactor. Pass the non unet
pieces down the layers so that checkpoints are complete.
2026-02-04 02:08:45 -05:00
rattusandGitHub d30c609f5a utils: safetensors: dont slice data on torch level (#12266)
Torch has alignment enforcement when viewing with data type changes
but only relative to itself. Do all tensor constructions straight
off the memory-view individually so pytorch doesnt see an alignment
problem.

The is needed for handling misaligned safetensors weights, which are
reasonably common in third party models.

This limits usage of this safetensors loader to GPU compute only
as CPUs kernnel are very likely to bus error. But it works for
dynamic_vram, where we really dont want to take a deep copy and we
always use GPU copy_ which disentangles the misalignment.
2026-02-04 01:48:47 -05:00
comfyanonymous 5087f1d497 ComfyUI v0.12.2 2026-02-04 00:08:59 -05:00
comfyanonymousandGitHub a31681564d Fix crash with ace step 1.5 (#12264) 2026-02-04 00:03:21 -05:00
rattusandGitHub 855849c658 mm: Remove Aimdo exemption for empty_cache (#12260)
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Its more important to get the torch caching allocator GC up and running
than supporting the pyt2.7 bug. Switch it on.

Defeature dynamic_vram + pyt2.7.
2026-02-03 21:39:19 -05:00
comfyanonymousandGitHub fe2511468d Support the 4B ace step 1.5 lm model. (#12257)
Can be used as an alternative to the 1.7B
2026-02-03 19:01:38 -05:00
comfyanonymous 3be0175166 ComfyUI v0.12.1 2026-02-03 15:01:46 -05:00
comfyanonymousandGitHub b8315e66cb Fix tiled vae for ace step 1.5 (#12253) 2026-02-03 14:40:45 -05:00
comfyanonymousandGitHub ab1050bec3 Support ace step 1.5 base model loras. (#12252) 2026-02-03 13:54:23 -05:00
Alexander PiskunandGitHub fb23935c11 feat(comfy_api): add basic 3D Model file types (#12129)
* feat(comfy_api): add basic 3D Model file types

* update Tripo nodes to use File3DGLB

* update Rodin3D nodes to use File3DGLB

* address PR review feedback:

- Rename File3D parameter 'path' to 'source'
- Convert File3D.data property to get_data()
- Make .glb extension check case-insensitive in nodes_rodin.py
- Restrict SaveGLB node to only accept File3DGLB

* Fixed a bug in the Meshy Rig and Animation nodes

* Fix backward compatability
2026-02-03 10:31:46 -08:00
comfyanonymousandGitHub 85fc35e8fa Fix mac issue. (#12250)
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2026-02-03 12:19:39 -05:00
223364743c llama: cast logits as a comfy-weight (#12248)
This is using a different layers weight with .to(). Change it to use
the ops caster if the original layer is a comfy weight so that it picks
up dynamic_vram and async_offload functionality in full.

Co-authored-by: Rattus <rattus128@gmail.com>
2026-02-03 11:31:36 -05:00
comfyanonymousandGitHub affe881354 Fix some issues with mac. (#12247) 2026-02-03 11:07:04 -05:00
comfyanonymousandGitHub f5030e26fd Add progress bar to ace step. (#12242)
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2026-02-03 04:09:30 -05:00
comfyanonymous 66e1b07402 ComfyUI v0.12.0 2026-02-03 02:20:59 -05:00
ComfyUI WikiandGitHub be4345d1c9 chore: update workflow templates to v0.8.31 (#12239) 2026-02-02 23:08:43 -08:00
comfyanonymousandGitHub 3c1a1a2df8 Basic support for the ace step 1.5 model. (#12237) 2026-02-03 00:06:18 -05:00
ba5bf3f1a8 [API Nodes] HitPaw API nodes (#12117)
* feat(api-nodes): add HitPaw API nodes

* remove face_soft_2x model as not working

---------

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>
2026-02-02 19:17:59 -08:00
comfyanonymousandGitHub c05a08ae66 Add back function. (#12234)
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2026-02-02 19:52:07 -05:00
rattusandGitHub de9ada6a41 Dynamic VRAM unloading fix (#12227)
* mp: fix full dynamic unloading

This was not unloading dynamic models when requesting a full unload via
the unpatch() code path.

This was ok, i your workflow was all dynamic models but fails with big
VRAM leaks if you need to fully unload something for a regular ModelPatcher

It also fices the "unload models" button.

* mm: load models outside of Aimdo Mempool

In dynamic_vram mode, escape the Aimdo mempool and load into the regular
mempool. Use a dummy thread to do it.
2026-02-02 17:35:20 -05:00
rattusandGitHub 37f711d4a1 mm: Fix cast buffers with intel offloading (#12229)
Intel has offloading support but there were some nvidia calls in the
new cast buffer stuff.
2026-02-02 17:34:46 -05:00
comfyanonymousandGitHub dd86b15521 Enable embeddings for some qwen 3 models. (#12218)
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2026-02-02 03:51:09 -05:00
comfyanonymousandGitHub 021ba20719 Fix issue with parameters on root model object. (#12216)
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2026-02-01 20:12:52 -05:00
rattusandGitHub b60be02aaf requirements: bump comfy-aimdo to 0.1.7 (#12211) 2026-02-01 20:10:15 -05:00
rattusandGitHub 2b5da3b72e dynamic_vram: silence pytorch buffer warning (#12210)
This is log clutter and concerning to users. Its a false alarm.
2026-02-01 20:09:55 -05:00
rattusandGitHub 794d05bdb1 dynamic_vram: respect argument cast dtypes in non-comfy weights (#12209)
This function has a dtype argument that allows the caller to set the
dtype in the cast. TIL Some models override this on weight casts, which
means its the highest priority.

Priority scheme is: argument > model dtype > state dict dtype
2026-02-01 20:09:21 -05:00
rattusandGitHub 361b9a82a3 fix pinning with model defined dtype (#12208)
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pinned memory was converted back to pinning the CPU side weight without
any changes. Fix the pinner to use the CPU weight and not the model defined
geometry. This will either save RAM or stop buffer overruns when the types
mismatch.

Fix the model defined weight caster to use the [ s.weight, s.bias ]
interpretation, as xfer_dest might be the flattened pin now. Fix the detection
of needing to cast to not be conditional on !pin.
2026-02-01 08:42:32 -08:00
comfyanonymousandGitHub 667a1b8878 Fix some custom nodes breaking. (#12203)
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2026-02-01 01:55:18 -05:00
Christian ByrneandGitHub 32621c6a11 fix: improve error message when node type is missing (#12194)
- Change error type from 'invalid_prompt' to 'missing_node_type' for frontend detection
- Add extra_info with node_id, class_type, and node_title (from _meta.title)
- Improve user-facing message: 'Node X not found. The custom node may not be installed.'
2026-02-01 01:13:48 -05:00
rattusandGitHub f8acd9c402 Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845) 2026-02-01 01:01:11 -05:00
comfyanonymousandGitHub 873de5f37a KV cache implementation for using llama models for text generation. (#12195) 2026-01-31 21:11:11 -05:00
Jedrzej KosinskiandGitHub aa6f7a83bb Send is_input_list on v1 and v3 schema to frontend (#12188)
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2026-01-31 20:05:11 -05:00
Jedrzej KosinskiandGitHub 6ea8c128a3 Assets Part 2 - add more endpoints (#12125)
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2026-01-31 02:22:05 -05:00
6e469a3f35 feat(api-nodes): add Q3 models and support for Extend and MultiFrame Vidu endpoints (#12175)
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-30 22:44:08 -08:00
comfyanonymousandGitHub b8f848bfe3 Fix model not working with any res. (#12186) 2026-01-31 00:12:48 -05:00
comfyanonymousandGitHub 4064062e7d Update python patch version in dep workflow. (#12184) 2026-01-30 20:20:06 -05:00
8aabe2403e Add color type and Color to RGB Int node (#12145)
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* add color type and color to rgb int node

* review fix for allowing output

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-30 15:01:33 -08:00
0167653781 feat(api-nodes): add RecraftCreateStyleNode node (#12055)
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-30 14:04:43 -08:00
0a7993729c Remove NodeInfoV3-related code; we are almost 100% guaranteed to stick with NodeInfoV1 for the foreseable future (#12147)
Co-authored-by: guill <jacob.e.segal@gmail.com>
2026-01-30 10:21:48 -08:00
comfyanonymousandGitHub bbe2c13a70 Make empty hunyuan latent 1.0 work with the 1.5 model. (#12171)
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2026-01-29 23:52:22 -05:00
3aace5c8dc fix: count non-dict items in outputs_count (#12166)
Move count increment before isinstance(item, dict) check so that
non-dict output items (like text strings from PreviewAny node)
are included in outputs_count.

This aligns OSS Python with Cloud's Go implementation which uses
len(itemsArray) to count ALL items regardless of type.

Amp-Thread-ID: https://ampcode.com/threads/T-019c0bb5-14e0-744f-8808-1e57653f3ae3

Co-authored-by: Amp <amp@ampcode.com>
2026-01-29 17:10:08 -08:00
comfyanonymous b0d9708974 ComfyUI v0.11.1
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2026-01-29 00:27:23 -05:00
comfyanonymousandGitHub c9b633d84f Add missing spacial downscale ratios. (#12146) 2026-01-28 20:52:51 -05:00
ComfyUI WikiandGitHub 1711020904 chore: update workflow templates to v0.8.27 (#12141)
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2026-01-28 12:48:02 -05:00
Dr.Lt.DataandGitHub d9b8567547 bump manager version to 4.1b1 (#12140) 2026-01-28 12:47:37 -05:00
Alexander PiskunandGitHub 6c5f906bf2 feat(api-nodes): add Grok Imagine nodes (#12136) 2026-01-28 12:46:57 -05:00
comfyanonymousandGitHub 4f5bd39b1c Update Python 3.14 compatibility notes in README (#12127)
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2026-01-27 19:58:48 -05:00
guillandGitHub 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 WikiandGitHub 5f62440fbb chore: update workflow templates to v0.8.24 (#12103) 2026-01-26 22:47:33 -05:00
ComfyUI WikiandGitHub ac91c340f4 Update workflow templates to v0.8.23 (#12102) 2026-01-26 21:39:39 -05:00
comfyanonymousandGitHub 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
rattusandGitHub 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 SeppänenandGitHub ad53e78f11 Fix Noise_EmptyNoise when using nested latents (#12089) 2026-01-26 19:25:00 -05:00
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
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 HalperinandGitHub bfe31d0b9d IC-LoRA: support small grid (#12074) 2026-01-26 15:33:19 -05:00
comfyanonymousandGitHub 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
comfyanonymousandGitHub 7ee77ff038 Add name to LoraLoaderModelOnly. (#12078)
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2026-01-25 21:01:55 -05:00
comfyanonymousandGitHub 26c5bbb875 Move nodes from previous PR into their own file. (#12066)
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2026-01-24 23:02:32 -05:00
Kohaku-BlueleafandGitHub 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
comfyanonymousandGitHub 635406e283 Only enable fp16 on z image models that actually support it. (#12065) 2026-01-24 22:32:28 -05:00
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
bc72d7f8d1 [API Nodes] add TencentHunyuan3D nodes (#12026)
* 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
comfyanonymousandGitHub aef4e13588 Make empty latent node work with other models. (#12062) 2026-01-24 19:23:20 -05:00
rattusandGitHub 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
comfyanonymousandGitHub 9cf299a9f9 Make regular empty latent node work properly on flux 2 variants. (#12050) 2026-01-23 19:50:48 -05:00
ComfyUI WikiandGitHub 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 SeppänenandGitHub 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 ByrneandGitHub 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
comfyanonymousandGitHub 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 ByrneandGitHub 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 ByrneandGitHub 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 MaromandGitHub d7f3241bf6 qwen_image: propagate attention mask. (#11966) 2026-01-22 20:02:31 -05:00
comfyanonymousandGitHub 09a2e67151 Support loading flux 2 klein checkpoints saved with SaveCheckpoint. (#12033) 2026-01-22 18:20:48 -05:00
rattusandGitHub 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 JiaandGitHub 8490eedadf add ply & 3dgs format in 3d node (#11474)
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2026-01-22 09:46:56 -08:00
Alexander PiskunandGitHub 72f6be1690 chore(api-nodes): rename BriaImage and OpenAIGImage nodes (#12022)
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2026-01-21 23:42:04 -08:00
Jukka SeppänenandGitHub 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 SeppänenandGitHub 245f6139b6 More targeted embedding_connector loading for LTX2 text encoder (#11992)
Reduces errors
2026-01-21 23:05:06 -05:00
Jukka SeppänenandGitHub 3365ad18a5 Support LTX2 tiny vae (taeltx_2) (#11929) 2026-01-21 23:03:51 -05:00
Jedrzej KosinskiandGitHub 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
comfyanonymousandGitHub abe2ec26a6 Support the Anima model. (#12012) 2026-01-21 19:44:28 -05:00
Christian ByrneandGitHub 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 PiskunandGitHub 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
MarkuryandGitHub 0fc15700be Add LyCoris LoKr MLP layer support for Flux2 (#11997)
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2026-01-20 23:18:33 -05:00
comfyanonymousandGitHub e755268e7b Config for Qwen 3 0.6B model. (#11998) 2026-01-20 23:08:31 -05:00
MyloandGitHub c4a14df9a3 Dynamically detect chroma radiance patch size (#11991)
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2026-01-20 18:46:11 -05:00
Ivan ZorinandGitHub 965d0ed509 fix: remove normalization of audio in LTX Mel spectrogram creation (#11990)
For LTX Audio VAE, remove normalization of audio during MEL spectrogram creation.
This aligs inference with training and prevents loud audio from being attenuated.
2026-01-20 18:44:28 -05:00
Alexander PiskunandGitHub ddc541ffda feat(api-nodes): add WaveSpeed nodes (#11945) 2026-01-20 13:05:40 -08:00
comfyanonymousandGitHub 8ccc0c94fa Make omni stuff work on regular z image for easier testing. (#11985)
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2026-01-20 00:32:00 -05:00
Comfy Org PR BotandGitHub 4edb87aa50 Bump comfyui-frontend-package to 1.37.11 (#11976) 2026-01-19 23:57:50 -05:00
ComfyUI WikiandGitHub 0fc3b6e3a6 chore: update workflow templates to v0.8.15 (#11984) 2026-01-19 23:17:56 -05:00
comfyanonymousandGitHub 2108167f9f Support zimage omni base model. (#11979) 2026-01-19 23:17:38 -05:00
comfyanonymous 9d273d3ab1 ComfyUI v0.10.0 2026-01-19 22:40:18 -05:00
comfyanonymousandGitHub 70c91b8248 Fix #11963 (#11982) 2026-01-19 22:32:40 -05:00
rkfgandGitHub 0da5a0fe58 Convert mono audio to fake stereo for LTXV VAE encoding (#11965)
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2026-01-19 22:12:02 -05:00
comfyanonymousandGitHub e0eacb0688 Simpler way to implement the #11980 loras. (#11981) 2026-01-19 22:00:36 -05:00
Jedrzej KosinskiandGitHub 7458e20465 Make Autogrow validation work properly (#11977)
* In-progress autogrow validation fixes - properly looks at required/optional inputs, now working on the edge case that all inputs are optional and nothing is plugged in (should just be an empty dictionary passed into node)

* Allow autogrow to work with all inputs being optional

* Revert accidentally pushed changes to nodes_logic.py
2026-01-19 16:58:30 -08:00
b931b37e30 feat(api-nodes): add Bria Edit node (#11978)
Co-authored-by: Alexander Piskun <bigcat88@icloud.com>
2026-01-19 16:47:14 -08:00
ComfyUI WikiandGitHub 866a4619db chore: update workflow templates to v0.8.14 (#11974) 2026-01-19 14:21:35 -08:00
comfyanonymousandGitHub 1a72bf2046 Readme update. (#11957)
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2026-01-18 19:53:43 -08:00
Alexander PiskunandGitHub 034fac7054 chore(api-nodes): auto-discover all nodes_*.py files to avoid merge conflicts when adding new API nodes (#11943)
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2026-01-17 22:40:39 -08:00
Christian ByrneandGitHub a498556d0d feat: add advanced parameter to Input classes for advanced widgets support (#11939)
Add 'advanced' boolean parameter to Input and WidgetInput base classes
and propagate to all typed Input subclasses (Boolean, Int, Float, String,
Combo, MultiCombo, Webcam, MultiType, MatchType, ImageCompare).

When set to True, the frontend will hide these inputs by default in a
collapsible 'Advanced Inputs' section in the right side panel, reducing
visual clutter for power-user options.

This enables nodes to expose advanced configuration options (like encoding
parameters, quality settings, etc.) without overwhelming typical users.

Frontend support: ComfyUI_frontend PR #7812
2026-01-17 19:06:03 -08:00
Alexander PiskunandGitHub f7ca41ff62 chore(api-nodes): remove check for pyav>=14.2 in code (it was added to requirements.txt long ago) (#11934) 2026-01-17 18:57:57 -08:00
Alexander PiskunandGitHub ac26065e61 chore(api-nodes): remove non-used; extract model to separate files (#11927)
* chore(api-nodes): remove non-used; extract model to separate files

* chore(api-nodes): remove non-needed prefix in filenames
2026-01-17 18:52:45 -08:00
comfyanonymousandGitHub 190c4416cc Bump comfy-kitchen dependency to version 0.2.7 (#11941) 2026-01-17 21:20:35 -05:00
TheephopandGitHub 0fd10ffa09 fix: use .cpu() for waveform conversion in AudioFrame creation (#11787)
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2026-01-17 20:18:24 -05:00
Alex ButlerandGitHub 00c775950a Update readme rdna3 nightly url (#11937) 2026-01-17 20:18:04 -05:00
comfyanonymousandGitHub 7ac999bf30 Add image sizes to clip vision outputs. (#11923)
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2026-01-16 23:02:28 -05:00
ComfyUI WikiandGitHub 0c6b36c6ac chore: update workflow templates to v0.8.11 (#11918)
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2026-01-16 17:22:50 -05:00
Alexander PiskunandGitHub 9125613b53 feat(api-nodes): extend ByteDance nodes with seedance-1-5-pro model (#11871)
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2026-01-15 22:09:07 -08:00
Jedrzej KosinskiandGitHub 732b707397 Added try-except around seed_assets call in get_object_info with a logging statement (#11901) 2026-01-15 23:15:15 -05:00
comfyanonymousandGitHub 4c816d5c69 Adjust memory usage factor calculation for flux2 klein. (#11900)
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2026-01-15 20:06:40 -05:00
ComfyUI WikiandGitHub 6125b3a5e7 Update workflow templates to v0.8.10 (#11899)
* chore: update workflow templates to v0.8.9

* Update requirements.txt
2026-01-15 13:12:13 -08:00
ComfyUI WikiandGitHub 12918a5f78 chore: update workflow templates to v0.8.7 (#11896) 2026-01-15 11:08:21 -08:00
comfyanonymous 8f40b43e02 ComfyUI v0.9.2
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2026-01-15 10:57:35 -05:00
comfyanonymousandGitHub 3b832231bb Flux2 Klein support. (#11890) 2026-01-15 10:33:15 -05:00
Jukka SeppänenandGitHub be518db5a7 Remove extraneous clip missing warnings when loading LTX2 embeddings_connector weights (#11874)
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2026-01-14 17:54:04 -05:00
rattusandGitHub 80441eb15e utils: fix lanczos grayscale upscaling (#11873) 2026-01-14 17:53:16 -05:00
Alexander PiskunandGitHub 07f2462eae feat(api-nodes): add Meshy 3D nodes (#11843)
* feat(api-nodes): add Meshy 3D nodes

* rebased, added JSONata price badges
2026-01-14 11:25:38 -08:00
comfyanonymousandGitHub d150440466 Fix VAELoader (#11880) 2026-01-14 10:54:50 -08:00
comfyanonymousandGitHub 6165c38cb5 Optimize nvfp4 lora applying. (#11866)
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This changes results a bit but it also speeds up things a lot.
2026-01-14 00:49:38 -05:00
SilverandGitHub 712cca36a1 feat: throttle ProgressBar updates to reduce WebSocket flooding (#11504) 2026-01-13 22:41:44 -05:00
Johnpaul ChiweteluandGitHub ac4d8ea9b3 feat: add CI container version bump automation (#11692)
* feat: add CI container version bump automation

Adds a workflow that triggers on releases to create PRs in the
comfyui-ci-container repo, updating the ComfyUI version in the Dockerfile.

Supports both release events and manual workflow dispatch for testing.

* feat: add CI container version bump automation

Adds a workflow that triggers on releases to create PRs in the
comfyui-ci-container repo, updating the ComfyUI version in the Dockerfile.

Supports both release events and manual workflow dispatch for testing.

* ci: update CI container repository owner

* refactor: rename `update-ci-container.yaml` workflow to `update-ci-container.yml`

* Remove post-merge instructions from the CI container update workflow.
2026-01-13 22:39:22 -05:00
nomadoorandGitHub c9196f355e Fix scale_shorter_dimension portrait check (#11862) 2026-01-13 18:25:09 -08:00
Christian ByrneandGitHub 7eb959ce93 fix: update ComfyUI repo reference to Comfy-Org/ComfyUI (#11858) 2026-01-13 21:03:16 -05:00
nomadoorandGitHub 469dd9c16a Adds crop to multiple mode to ResizeImageMaskNode. (#11838)
* Add crop-to-multiple resize mode

* Make scale-to-multiple shape handling explicit
2026-01-13 16:48:10 -08:00
comfyanonymousandGitHub eff2b9d412 Optimize nvfp4 lora applying. (#11856) 2026-01-13 19:37:19 -05:00
comfyanonymousandGitHub 15b312de7a Optimize nvfp4 lora applying. (#11854) 2026-01-13 19:23:58 -05:00
Alexander PiskunandGitHub 1419047fdb [Api Nodes]: Improve Price Badge Declarations (#11582)
* api nodes: price badges moved to nodes code

* added price badges for 4 more node-packs

* added price badges for 10 more node-packs

* added new price badges for Omni STD mode

* add support for autogrow groups

* use full names for "widgets", "inputs" and "groups"

* add strict typing for JSONata rules

* add price badge for WanReferenceVideoApi node

* add support for DynamicCombo

* sync price badges changes (https://github.com/Comfy-Org/ComfyUI_frontend/pull/7900)

* sync badges for Vidu2 nodes

* fixed incorrect price for RecraftCrispUpscaleNode

* fixed incorrect price badges for LTXV nodes

* fixed price badge for MinimaxHailuoVideoNode

* fixed price badges for PixVerse nodes
2026-01-13 16:18:28 -08:00
ric-yuandGitHub 79f6bb5e4f add blueprints dir for built-in blueprints (#11853) 2026-01-13 16:14:40 -08:00
Jukka SeppänenandGitHub e4b4fb3479 Load metadata on VAELoader (#11846)
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Needed to load the proper LTX2 VAE if separated from checkpoint
2026-01-13 17:37:21 -05:00
AclyandGitHub d9dc02a7d6 Support "lite" version of alibaba-pai Z-Image Controlnet (#11849)
* reduced number of control layers (3) compared to full model
2026-01-13 15:03:53 -05:00
Alexander PiskunandGitHub c543ad81c3 fix(api-nodes-gemini): raise exception when no candidates due to safety block (#11848) 2026-01-13 08:30:13 -08:00
comfyanonymous 5ac1372533 ComfyUI v0.9.1
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2026-01-13 01:44:06 -05:00
comfyanonymousandGitHub 1dcbd9efaf Bump ltxav mem estimation a bit. (#11842) 2026-01-13 01:42:07 -05:00
comfyanonymous db9e6edfa1 ComfyUI v0.9.0 2026-01-13 01:23:31 -05:00
Christian ByrneandGitHub 8af13b439b Update requirements.txt (#11841) 2026-01-13 01:22:25 -05:00
Jedrzej KosinskiandGitHub acd0e53653 Make bulk_ops not use .returning to be compatible with python 3.10 and 3.11 sqlalchemy (#11839) 2026-01-13 00:15:24 -05:00
comfyanonymousandGitHub 117e7a5853 Refactor to try to lower mem usage. (#11840) 2026-01-12 21:01:52 -08:00
comfyanonymousandGitHub b3c0e4de57 Make loras work on nvfp4 models. (#11837)
The initial applying is a bit slow but will probably be sped up in the
future.
2026-01-12 22:33:54 -05:00
ComfyUI WikiandGitHub ecaeeb990d chore: update workflow templates to v0.8.4 (#11835) 2026-01-12 19:18:01 -08:00
ComfyUI WikiandGitHub c2b65e2fce Update workflow templates to v0.8.0 (#11828)
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2026-01-12 17:29:25 -05:00
Jukka SeppänenandGitHub fd5c0755af Reduce LTX2 VRAM use by more efficient timestep embed handling (#11829) 2026-01-12 17:28:59 -05:00
comfyanonymousandGitHub c881a1d689 Support the siglip 2 naflex model as a clip vision model. (#11831)
Not useful yet.
2026-01-12 17:05:54 -05:00
kelseyeeandGitHub a3b5d4996a Support ModelScope-Trainer DiffSynth lora for Z Image. (#11805) 2026-01-12 15:38:46 -05:00
comfyanonymousandGitHub c6238047ee Put more details about portable in readme. (#11816)
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2026-01-11 21:11:53 -05:00
Alexander PiskunandGitHub 5cd1113236 fix(api-nodes): use a unique name for uploading audio files (#11778)
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comfyanonymousandGitHub 2f642d5d9b Fix chroma fp8 te being treated as fp16. (#11795)
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2026-01-10 14:40:42 -08:00
comfyanonymousandGitHub cd912963f1 Fix issue with t5 text encoder in fp4. (#11794) 2026-01-10 17:31:31 -05:00
DELUXAandGitHub 6e4b1f9d00 pythorch_attn_by_def_on_gfx1200 (#11793) 2026-01-10 16:51:05 -05:00
comfyanonymousandGitHub dc202a2e51 Properly save mixed ops. (#11772)
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2026-01-10 02:03:57 -05:00
ComfyUI WikiandGitHub 153bc524bf chore: update embedded docs to v0.4.0 (#11776) 2026-01-10 01:29:30 -05:00
Alexander PiskunandGitHub 393d2880dd feat(api-nodes): added nodes for Vidu2 (#11760)
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2026-01-09 12:59:38 -08:00
Alexander PiskunandGitHub 4484b93d61 fix(api-nodes): do not downscale the input image for Topaz Enhance (#11768) 2026-01-09 12:25:56 -08:00
comfyanonymousandGitHub bd0e6825e8 Be less strict when loading mixed ops weights. (#11769) 2026-01-09 14:21:06 -05:00
Jedrzej KosinskiandGitHub ec0a832acb Add workaround for hacky nodepack(s) that edit folder_names_and_paths to have values with tuples of more than 2. Other things could potentially break with those nodepack(s), so I will hunt for the guilty nodepack(s) now. (#11755)
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2026-01-08 22:49:12 -08:00
ric-yuandGitHub 04c49a29b4 feat: add cancelled filter to /jobs (#11680) 2026-01-08 21:57:36 -08:00
Terry JiaandGitHub 4609fcd260 add node - image compare (#11343)
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2026-01-08 21:31:19 -08:00
6207f86c18 Fix VAEEncodeForInpaint to support WAN VAE tuple downscale_ratio (#11572)
Use vae.spacial_compression_encode() instead of directly accessing
downscale_ratio to handle both standard VAEs (int) and WAN VAEs (tuple).

Addresses reviewer feedback on PR #11259.

Co-authored-by: ChrisFab16 <christopher@fabritius.dk>
2026-01-08 23:34:48 -05:00
Jedrzej KosinskiandGitHub 1dc3da6314 Add most basic Asset support for models (#11315)
* Brought over minimal elements from PR 10045 to reproduce seed_assets and register_assets_system without adding anything to the DB or server routes yet, for now making everything sync (can introduce async once everything is cleaned up and brought over)

* Added db script to insert assets stuff, cleaned up some code; assets (models) now get added/rescanned

* Added support for 5 http endpoints for assets

* Replaced Optional with | None in schemas_in.py and schemas_out.py

* Remove two routes that will not be relevant yet in this PR: HEAD /api/assets/hash/<hash> and PUT /api/assets/<id>/preview

* Remove some functions the two deleted endpoints were using

* Don't show assets scan message upon calling /object_info endpoint

* removed unsued import to satisfy ruff

* Simplified hashing function tpye hint and _hash_file_obj

* Satisfied ruff
2026-01-08 22:21:51 -05:00
Comfy Org PR BotandGitHub 114fc73685 Bump comfyui-frontend-package to 1.36.13 (#11645) 2026-01-08 22:16:15 -05:00
comfyanonymousandGitHub b48d6a83d4 Fix csp error in frontend when forcing offline. (#11749) 2026-01-08 22:15:50 -05:00
Jukka SeppänenandGitHub 027042db68 Add node: JoinAudioChannels (#11728) 2026-01-08 22:14:06 -05:00
comfyanonymousandGitHub 1a20656448 Fix import issue. (#11746) 2026-01-08 17:23:59 -05:00
comfyanonymousandGitHub 0f11869d55 Better detection if AMD torch compiled with efficient attention. (#11745) 2026-01-08 17:16:58 -05:00
Dr.Lt.DataandGitHub 5943fbf457 bump comfyui_manager version to the 4.0.5 (#11732)
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2026-01-08 08:15:42 -08:00
Yoland YanandGitHub a60b7b86c5 Revert "Force sequential execution in CI test jobs (#11687)" (#11725)
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This reverts commit ce0000c4f2.
2026-01-07 21:41:57 -08:00
comfyanonymous 2e9d51680a ComfyUI version v0.8.2
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2026-01-07 23:50:02 -05:00
comfyanonymousandGitHub 50d6e1caf4 Tweak ltxv vae mem estimation. (#11722) 2026-01-07 23:07:05 -05:00
comfyanonymous ac12f77bed ComfyUI version v0.8.1 2026-01-07 22:10:08 -05:00
ComfyUI WikiandGitHub fcd9a236b0 Update template to 0.7.69 (#11719) 2026-01-07 18:22:23 -08:00
comfyanonymousandGitHub 21e8425087 Add warning for old pytorch. (#11718) 2026-01-07 21:07:26 -05:00
rattusandGitHub b6c79a648a ops: Fix offloading with FP8MM performance (#11697)
This logic was checking comfy_cast_weights, and going straight to
to the forward_comfy_cast_weights implementation without
attempting to downscale input to fp8 in the event comfy_cast_weights
is set.

The main reason comfy_cast_weights would be set would be for async
offload, which is not a good reason to nix FP8MM.

So instead, and together the underlying exclusions for FP8MM which
are:

* having a weight_function (usually LowVramPatch)
* force_cast_weights (compute dtype override)
* the weight is not Quantized
* the input is already quantized
* the model or layer has MM explictily disabled.

If you get past all of those exclusions, quantize the input tensor.
Then hand the new input, quantized or not off to
forward_comfy_cast_weights to handle it. If the weight is offloaded
but input is quantized you will get an offloaded MM8.
2026-01-07 21:01:16 -05:00
comfyanonymousandGitHub 25bc1b5b57 Add memory estimation function to ltxav text encoder. (#11716) 2026-01-07 20:11:22 -05:00
comfyanonymousandGitHub 3cd19e99c1 Increase ltxav mem estimation by a bit. (#11715) 2026-01-07 20:04:56 -05:00
comfyanonymousandGitHub 007b87e7ac Bump required comfy-kitchen version. (#11714) 2026-01-07 19:48:47 -05:00
comfyanonymousandGitHub 34751fe9f9 Lower ltxv text encoder vram use. (#11713) 2026-01-07 19:12:15 -05:00
Jukka SeppänenandGitHub 1c705f7bfb Add device selection for LTXAVTextEncoderLoader (#11700) 2026-01-07 18:39:59 -05:00
rattusandGitHub 48e5ea1dfd model_patcher: Remove confusing load stat (#11710)
If the loader passes 1e32 as the usable memory size, it means force
the full load. This happens with CPU loads and a few other misc cases.
Removing the confusing number and just leave the other details.
2026-01-07 18:39:20 -05:00
comfyanonymousandGitHub 3cd7b32f1b Support gemma 12B with quant weights. (#11696)
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2026-01-07 05:15:14 -05:00
comfyanonymousandGitHub c0c9720d77 Fix stable release workflow not pulling latest comfy kitchen. (#11695) 2026-01-07 04:48:28 -05:00
comfyanonymous fc0cb10bcb ComfyUI v0.8.0 2026-01-07 04:07:31 -05:00
comfyanonymousandGitHub b7d7cc1d49 Fix fp8 fast issue. (#11688) 2026-01-07 01:39:06 -05:00
Alexander PiskunandGitHub 79e94544bd feat(api-nodes): add WAN2.6 ReferenceToVideo (#11644) 2026-01-06 22:04:50 -08:00
Yoland YanandGitHub ce0000c4f2 Force sequential execution in CI test jobs (#11687)
Added max-parallel setting to enforce sequential execution in test jobs.
2026-01-07 00:57:31 -05:00
comfyanonymousandGitHub c5cfb34c07 Update comfy-kitchen version to 0.2.3 (#11685) 2026-01-06 23:51:45 -05:00
comfyanonymousandGitHub edee33f55e Disable comfy kitchen cuda if pytorch cuda less than 13 (#11681)
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2026-01-06 22:13:43 -05:00
comfyanonymousandGitHub 2c03884f5f Skip fp4 matrix mult on devices that don't support it. (#11677) 2026-01-06 18:07:26 -05:00
comfyanonymousandGitHub 6e9ee55cdd Disable ltxav previews. (#11676) 2026-01-06 17:41:27 -05:00
comfyanonymousandGitHub 023cf13721 Fix lowvram issue with ltxv2 text encoder. (#11675) 2026-01-06 17:33:03 -05:00
ComfyUI WikiandGitHub c3566c0d76 chore: update workflow templates to v0.7.67 (#11667) 2026-01-06 14:28:29 -08:00
comfyanonymousandGitHub c3c3e93c5b Use rope functions from comfy kitchen. (#11674) 2026-01-06 16:57:50 -05:00
comfyanonymousandGitHub 6ffc159bdd Update comfy-kitchen version to 0.2.1 (#11672) 2026-01-06 15:53:43 -05:00
comfyanonymousandGitHub 96e0d0924e Add helpful message to portable. (#11671)
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2026-01-06 14:43:24 -05:00
ComfyUI WikiandGitHub e14f3b6610 chore: update workflow templates to v0.7.66 (#11652)
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2026-01-05 22:37:11 -08:00
comfyanonymousandGitHub 1618002411 Revert "Use rope functions from comfy kitchen. (#11647)" (#11648)
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This reverts commit 6ef85c4915.
2026-01-05 23:07:39 -05:00
comfyanonymousandGitHub 6ef85c4915 Use rope functions from comfy kitchen. (#11647) 2026-01-05 22:50:35 -05:00
6da00dd899 Initial ops changes to use comfy_kitchen: Initial nvfp4 checkpoint support. (#11635)
---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-05 21:48:58 -05:00
comfyanonymousandGitHub 4f3f9e72a9 Fix name. (#11638)
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2026-01-05 02:41:23 -08:00
comfyanonymousandGitHub d157c3299d Refactor module_size function. (#11637) 2026-01-05 03:48:31 -05:00
comfyanonymousandGitHub d1b9822f74 Add LTXAVTextEncoderLoader node. (#11634) 2026-01-05 02:27:31 -05:00
comfyanonymousandGitHub f2b002372b Support the LTXV 2 model. (#11632) 2026-01-05 01:58:59 -05:00
comfyanonymousandGitHub 38d0493825 Fix case where upscale model wouldn't be moved to cpu. (#11633)
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2026-01-04 19:13:50 -05:00
Alexander PiskunandGitHub acbf08cd60 feat(api-nodes): add support for 720p resolution for Kling Omni nodes (#11604)
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2026-01-03 23:05:02 -08:00
comfyanonymousandGitHub 53e762a3af Print memory summary on OOM to help with debugging. (#11613) 2026-01-03 22:28:38 -05:00
comfyanonymousandGitHub 9a552df898 Remove leftover scaled_fp8 key. (#11603)
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2026-01-02 17:28:10 -08:00
Alexander PiskunandGitHub f2fda021ab Tripo3D: pass face_limit parameter only when it differs from default (#11601)
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2026-01-02 03:18:43 -08:00
throttlekittyandGitHub 303b1735f8 Give Mahiro CFG a more appropriate display name (#11580)
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2026-01-02 00:37:37 -08:00
Alexander PiskunandGitHub 9e5f677746 Ignore all frames except the first one for MPO format. (#11569) 2026-01-02 00:35:34 -08:00
comfyanonymousandGitHub 65cfcf5b1b New Year ruff cleanup. (#11595) 2026-01-01 22:06:14 -05:00
comfyanonymousandGitHub 1bdc9a947f Remove duplicate import of model_management (#11587)
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2025-12-31 19:29:55 -05:00
comfyanonymousandGitHub d622a61874 Refactor: move clip_preprocess to comfy.clip_model (#11586) 2025-12-31 17:38:36 -05:00
ComfyUI WikiandGitHub 236b9e211d chore: update workflow templates to v0.7.65 (#11579) 2025-12-31 13:38:39 -08:00
Alexander PiskunandGitHub 6ca3d5c011 fix(api-nodes-vidu): preserve percent-encoding for signed URLs (#11564)
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2025-12-30 20:12:38 -08:00
Jedrzej KosinskiandGitHub 0be8a76c93 V3 Improvements + DynamicCombo + Autogrow exposed in public API (#11345)
* Support Combo outputs in a more sane way

* Remove test validate_inputs function on test node

* Make curr_prefix be a list of strings instead of string for easier parsing as keys get added to dynamic types

* Start to account for id prefixes from frontend, need to fix bug with nested dynamics

* Ensure inputs/outputs/hidden are lists in schema finalize function, remove no longer needed 'is not None' checks

* Add raw_link and extra_dict to all relevant Inputs

* Make nested DynamicCombos work properly with prefixed keys on latest frontend; breaks old Autogrow, but is pretty much ready for upcoming Autogrow keys

* Replace ... usage with a MISSING sentinel for clarity in nodes_logic.py

* Added CustomCombo node in backend to reflect frontend node

* Prepare Autogrow's expand_schema_for_dynamic to work with upcoming frontend changes

* Prepare for look up table for dynamic input stuff

* More progress towards dynamic input lookup function stuff

* Finished converting _expand_schema_for_dynamic to be done via lookup instead of OOP to guarantee working with process isolation, did refactoring to remove old implementation + cleaning INPUT_TYPES definition including v3 hidden definition

* Change order of functions

* Removed some unneeded functions after dynamic refactor

* Make MatchType's output default displayname "MATCHTYPE"

* Fix DynamicSlot get_all

* Removed redundant code - dynamic stuff no longer happens in OOP way

* Natively support AnyType (*) without __ne__ hacks

* Remove stray code that made it in

* Remove expand_schema_for_dynamic left over on DynamicInput class

* get_dynamic() on DynamicInput/Output was not doing anything anymore, so removed it

* Make validate_inputs validate combo input correctly

* Temporarily comment out conversion to 'new' (9 month old) COMBO format in get_input_info

* Remove refrences to resources feature scrapped from V3

* Expose DynamicCombo in public API

* satisfy ruff after some code got commented out

* Make missing input error prettier for dynamic types

* Created a Switch2 node as a side-by-side test, will likely go with Switch2 as the initial switch node

* Figured out Switch situation

* Pass in v3_data in IsChangedCache.get function's fingerprint_inputs, add a from_v3_data helper method to HiddenHolder

* Switch order of Switch and Soft Switch nodes in file

* Temp test node for MatchType

* Fix missing v3_data for v1 nodes in validation

* For now, remove chacking duplicate id's for dynamic types

* Add Resize Image/Mask node that thanks to MatchType+DynamicCombo is 16-nodes-in-1

* Made DynamicCombo references in DCTestNode use public interface

* Add an AnyTypeTestNode

* Make lazy status for specific inputs on DynamicInputs work by having the values of the dictionary for check_lazy_status be a tuple, where the second element is the key of the input that can be returned

* Comment out test logic nodes

* Make primitive float's step make more sense

* Add (and leave commented out) some potential logic nodes

* Change default crop option to "center" on Resize Image/Mask node

* Changed copy.copy(d) to d.copy()

* Autogrow is available in stable  frontend, so exposing it in public API

* Use outputs id as display_name if no display_name present, remove v3 outputs id restriction that made them have to have unique IDs from the inputs

* Enable Custom Combo node as stable frontend now supports it

* Make id properly act like display_name on outputs

* Add Batch Images/Masks/Latents node

* Comment out Batch Images/Masks/Latents node for now, as Autogrow has a bug with MatchType where top connection is disconnected upon refresh

* Removed code for a couple test nodes in nodes_logic.py

* Add Batch Images, Batch Masks, and Batch Latents nodes with Autogrow, deprecate old Batch Images + LatentBatch nodes
2025-12-30 23:09:55 -05:00
mengqinandGitHub 0357ed7ec4 Add support for sage attention 3 in comfyui, enable via new cli arg (#11026)
* Add support for sage attention 3 in comfyui, enable via new cli arg
--use-sage-attiention3

* Fix some bugs found in PR review. The N dimension at which Sage
Attention 3 takes effect is reduced to 1024 (although the improvement is
not significant at this scale).

* Remove the Sage Attention3 switch, but retain the attention function
registration.

* Fix a ruff check issue in attention.py
2025-12-30 22:53:52 -05:00
comfyanonymous f59f71cf34 ComfyUI version v0.7.0 2025-12-30 22:41:22 -05:00
178bdc5e14 Add handling for vace_context in context windows (#11386)
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Co-authored-by: ozbayb <17261091+ozbayb@users.noreply.github.com>
2025-12-30 14:40:42 -08:00
Alexander PiskunandGitHub 25a1bfab4e chore(api-nodes-bytedance): mark "seededit" as deprecated, adjust display name of Seedream (#11490)
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2025-12-30 08:33:34 -08:00
Tavi HalperinandGitHub d7111e426a ResizeByLongerSide: support video (#11555)
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(cherry picked from commit 98c6840aa4e5fd5407ba9ab113d209011e474bf6)
2025-12-29 17:07:29 -08:00
comfyanonymousandGitHub 0e6221cc79 Add some warnings for pin and unpin errors. (#11561)
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2025-12-29 18:26:42 -05:00
rattusandGitHub 9ca7e143af mm: discard async errors from pinning failures (#10738)
Pretty much every error cudaHostRegister can throw also queues the same
error on the async GPU queue. This was fixed for repinning error case,
but there is the bad mmap and just enomem cases that are harder to
detect.

Do some dummy GPU work to clean the error state.
2025-12-29 18:19:34 -05:00
comfyanonymousandGitHub 8fd07170f1 Comment out unused norm_final in lumina/z image model. (#11545)
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2025-12-28 22:07:25 -05:00
comfyanonymousandGitHub 2943093a53 Enable async offload by default for AMD. (#11534)
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2025-12-27 18:54:15 -05:00
Alexander PiskunandGitHub 36deef2c57 chore(api-nodes): switch to credits instead of $ (#11489)
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2025-12-26 19:56:52 -08:00
Alexander PiskunandGitHub 0d2e4bdd44 fix(api-nodes-gemini): always force enhance_prompt to be True (#11503) 2025-12-26 19:55:30 -08:00
Alexander PiskunandGitHub eff4ea0b62 [V3] converted nodes_images.py to V3 schema (#11206)
* converted nodes_images.py to V3 schema

* fix test
2025-12-26 19:39:02 -08:00
Alexander PiskunandGitHub 865568b7fc feat(api-nodes): add Kling Motion Control node (#11493) 2025-12-26 19:16:21 -08:00
comfyanonymousandGitHub 1e4e342f54 Fix noise with ancestral samplers when inferencing on cpu. (#11528) 2025-12-26 22:03:01 -05:00
Dr.Lt.DataandGitHub 16fb6849d2 bump comfyui_manager version to the 4.0.4 (#11521) 2025-12-27 08:55:59 +09:00
comfyanonymousandGitHub d9a76cf66e Specify in readme that we only support pytorch 2.4 and up. (#11512)
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2025-12-25 23:46:51 -05:00
comfyanonymousandGitHub 532e285079 Add a ManualSigmas node. (#11499)
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Can be used to manually set the sigmas for a model.

This node accepts a list of integer and floating point numbers separated
with any non numeric character.
2025-12-24 19:09:37 -05:00
ComfyUI WikiandGitHub 4f067b07fb chore: update workflow templates to v0.7.64 (#11496) 2025-12-24 18:54:21 -05:00
Comfy Org PR BotGitHubgithub-actions[bot] <github-actions[bot]@users.noreply.github.com>
650e716dda Bump comfyui-frontend-package to 1.35.9 (#11470)
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2025-12-23 21:29:41 -08:00
comfyanonymous e4c61d7555 ComfyUI v0.6.0 2025-12-23 20:50:02 -05:00
ComfyUI WikiandGitHub 22ff1bbfcb chore: update workflow templates to v0.7.63 (#11482) 2025-12-23 20:48:45 -05:00
Alexander PiskunandGitHub f4f44bb807 api-nodes: use new custom endpoint for Nano Banana (#11311)
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2025-12-23 12:10:27 -08:00
comfyanonymousandGitHub 33aa808713 Make denoised output on custom sampler nodes work with nested tensors. (#11471)
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2025-12-22 16:43:24 -05:00
ComfyUI WikiandGitHub eb0e10aec4 Update workflow templates to v0.7.62 (#11467) 2025-12-22 16:02:41 -05:00
Alexander PiskunandGitHub c176b214cc extend possible duration range for Kling O1 StartEndFrame node (#11451)
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2025-12-21 22:44:49 -08:00
comfyanonymousandGitHub 91bf6b6aa3 Add node to create empty latents for qwen image layered model. (#11460)
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2025-12-21 19:59:40 -05:00
comfyanonymousandGitHub 807538fe6c Core release process. (#11447)
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2025-12-20 20:02:02 -05:00
Alexander PiskunandGitHub bbb11e2608 fix(api-nodes): Topaz 4k video upscaling (#11438)
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2025-12-20 08:48:28 -08:00
Alexander PiskunandGitHub 0899012ad6 chore(api-nodes): by default set Watermark generation to False (#11437)
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2025-12-19 22:24:37 -08:00
comfyanonymousandGitHub fb478f679a Only apply gemma quant config to gemma model for newbie. (#11436) 2025-12-20 01:02:43 -05:00
woctordhoandGitHub 4c432c11ed Implement Jina CLIP v2 and NewBie dual CLIP (#11415)
* Implement Jina CLIP v2

* Support quantized Gemma in NewBie dual CLIP
2025-12-20 00:57:22 -05:00
comfyanonymousandGitHub 31e961736a Fix issue with batches and newbie. (#11435) 2025-12-20 00:23:51 -05:00
rattusandGitHub 767ee30f21 ZImageFunControlNet: Fix mask concatenation in --gpu-only (#11421)
This operation trades in latents which in --gpu-only may be out of the GPU
The two VAE results will follow the --gpu-only defined behaviour so follow
the inpaint image device when calculating the mask in this path.
2025-12-20 00:22:17 -05:00
comfyanonymousandGitHub 3ab9748903 Disable prompt weights on newbie te. (#11434) 2025-12-20 00:19:47 -05:00
woctordhoandGitHub 0aa7fa464e Implement sliding attention in Gemma3 (#11409) 2025-12-20 00:16:46 -05:00
514c24d756 Fix error from logging line (#11423)
Co-authored-by: ozbayb <17261091+ozbayb@users.noreply.github.com>
2025-12-19 20:22:45 -08:00
comfyanonymousandGitHub 809ce68749 Support nested tensor denoise masks. (#11431)
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2025-12-19 19:59:25 -05:00
BradPepersAMDandGitHub cc4ddba1b6 Allow enabling use of MIOpen by setting COMFYUI_ENABLE_MIOPEN=1 as an env var (#11366) 2025-12-19 17:01:50 -05:00
Dr.Lt.DataandGitHub 8376ff6831 bump comfyui_manager version to the 4.0.3b7 (#11422)
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2025-12-19 10:41:56 -08:00
Alexander PiskunandGitHub 5b4d0664c8 add Flux2MaxImage API Node (#11420) 2025-12-19 10:02:49 -08:00
comfyanonymousandGitHub 894802b0f9 Add LatentCutToBatch node. (#11411)
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2025-12-18 22:21:40 -05:00
comfyanonymousandGitHub 28eaab608b Diffusion model part of Qwen Image Layered. (#11408)
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Only thing missing after this is some nodes to make using it easier.
2025-12-18 20:21:14 -05:00
comfyanonymousandGitHub 6a2678ac65 Trim/pad channels in VAE code. (#11406) 2025-12-18 18:22:38 -05:00
comfyanonymousandGitHub e4fb3a3572 Support loading Wan/Qwen VAEs with different in/out channels. (#11405) 2025-12-18 17:45:33 -05:00
ComfyUI WikiandGitHub e8ebbe668e chore: update workflow templates to v0.7.60 (#11403) 2025-12-18 17:09:29 -05:00
1ca89b810e Add unified jobs API with /api/jobs endpoints (#11054)
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* feat: create a /jobs api to return queue and history jobs

* update unused vars

* include priority

* create jobs helper file

* fix ruff

* update how we set error message

* include execution error in both responses

* rename error -> failed, fix output shape

* re-use queue and history functions

* set workflow id

* allow srot by exec duration

* fix tests

* send priority and remove error msg

* use ws messages to get start and end times

* revert main.py fully

* refactor: move all /jobs business logic to jobs.py

* fix failing test

* remove some tests

* fix non dict nodes

* address comments

* filter by workflow id and remove null fields

* add clearer typing - remove get("..") or ..

* refactor query params to top get_job(s) doc, add remove_sensitive_from_queue

* add brief comment explaining why we skip animated

* comment that format field is for frontend backward compatibility

* fix whitespace

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: guill <jacob.e.segal@gmail.com>
2025-12-17 21:44:31 -08:00
comfyanonymousandGitHub bf7dc63bd6 skip_load_model -> force_full_load (#11390)
This should be a bit more clear and less prone to potential breakage if the
logic of the load models changes a bit.
2025-12-17 23:29:32 -05:00
Kohaku-BlueleafandGitHub 86dbb89fc9 Resolution bucketing and Trainer implementation refactoring (#11117) 2025-12-17 22:15:27 -05:00
comfyanonymous ba6080bbab ComfyUI v0.5.1
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2025-12-17 21:04:50 -05:00
comfyanonymousandGitHub 16d85ea133 Better handle torch being imported by prestartup nodes. (#11383) 2025-12-17 19:43:18 -05:00
chaObservandGitHub 5d9ad0c6bf Fix the last step with non-zero sigma in sa_solver (#11380) 2025-12-17 13:57:40 -05:00
Alexander PiskunandGitHub c08f97f344 fix regression in V3 nodes processing (#11375) 2025-12-17 10:24:25 -08:00
Alexander PiskunandGitHub 887143854b feat(api-nodes): add GPT-Image-1.5 (#11368)
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2025-12-17 09:43:41 -08:00
comfyanonymous 3a5f239cb6 ComfyUI v0.5.0
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2025-12-17 03:46:11 -05:00
chaObservandGitHub 827bb1512b Add exp_heun_2_x0 sampler series (#11360) 2025-12-16 23:35:43 -05:00
comfyanonymousandGitHub ffdd53b327 Check state dict key to auto enable the index_timestep_zero ref method. (#11362)
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2025-12-16 17:03:17 -05:00
Alexander PiskunandGitHub 65e2103b09 feat(api-nodes): add Wan2.6 model to video nodes (#11357) 2025-12-16 13:51:48 -08:00
Benjamin LuandGitHub 9304e47351 Update workflows for new release process (#11064)
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* Update release workflows for branch process

* Adjust branch order in workflow triggers

* Revert changes in test workflows
2025-12-15 23:24:18 -08:00
comfyanonymousandGitHub bc606d7d64 Add a way to set the default ref method in the qwen image code. (#11349) 2025-12-16 01:26:55 -05:00
comfyanonymousandGitHub 645ee1881e Inpainting for z image fun control. Use the ZImageFunControlnet node. (#11346)
image -> control image ex: pose
inpaint_image -> image for inpainting
mask -> inpaint mask
2025-12-15 23:38:12 -05:00
Christian ByrneandGitHub 3d082c3206 bump comfyui-frontend-package to 1.34.9 (patch) (#11342) 2025-12-15 23:35:37 -05:00
comfyanonymousandGitHub 683569de55 Only enable fp16 on ZImage on newer pytorch. (#11344) 2025-12-15 22:33:27 -05:00
HaomingandGitHub ea2c117bc3 [BlockInfo] Wan (#10845)
* block info

* animate

* tensor

* device

* revert
2025-12-15 17:59:16 -08:00
fc4af86068 [BlockInfo] Lumina (#11227)
* block info

* device

* Make tensor int again

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2025-12-15 17:57:28 -08:00
comfyanonymousandGitHub 41bcf0619d Add code to detect if a z image fun controlnet is broken or not. (#11341) 2025-12-15 20:51:06 -05:00
d02d0e5744 [add] tripo3.0 (#10663)
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* [add] tripo3.0

* [tripo] change paramter order

* change order

---------

Co-authored-by: liangd <liangding@vastai3d.com>
2025-12-15 17:38:46 -08:00
comfyanonymousandGitHub 70541d4e77 Support the new qwen edit 2511 reference method. (#11340)
index_timestep_zero can be selected in the
FluxKontextMultiReferenceLatentMethod now with the display name set to the
more generic "Edit Model Reference Method" node.
2025-12-15 19:20:34 -05:00
77b2f7c228 Add context windows callback for custom cond handling (#11208)
Co-authored-by: ozbayb <17261091+ozbayb@users.noreply.github.com>
2025-12-15 16:06:32 -08:00
Alexander PiskunandGitHub 43e0d4e3cc comfy_api: remove usage of "Type","List" and "Dict" types (#11238) 2025-12-15 16:01:10 -08:00
Dr.Lt.DataandGitHub dbd330454a feat(preview): add per-queue live preview method override (#11261)
- Add set_preview_method() to override live preview method per queue item
- Read extra_data.preview_method from /prompt request
- Support values: taesd, latent2rgb, none, auto, default
- "default" or unset uses server's CLI --preview-method setting
- Add 44 tests (37 unit + 7 E2E)
2025-12-15 15:57:39 -08:00
Alexander PiskunandGitHub 33c7f1179d drop Pika API nodes (#11306) 2025-12-15 15:32:29 -08:00
Alexander PiskunandGitHub af91eb6c99 api-nodes: drop Kling v1 model (#11307) 2025-12-15 15:30:24 -08:00
comfyanonymousandGitHub 5cb1e0c9a0 Disable guards on transformer_options when torch.compile (#11317) 2025-12-15 16:49:29 -05:00
ComfyUI WikiandGitHub 51347f9fb8 chore: update workflow templates to v0.7.59 (#11337) 2025-12-15 16:28:55 -05:00
Dr.Lt.DataandGitHub a5e85017d8 bump manager requirments to the 4.0.3b5 (#11324) 2025-12-15 14:24:01 -05:00
comfyanonymousandGitHub 5ac3b26a7d Update warning for old pytorch version. (#11319)
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Versions below 2.4 are no longer supported. We will not break support on purpose but will not fix it if we do.
2025-12-14 04:02:50 -05:00
chaObservandGitHub 6592bffc60 seeds_2: add phi_2 variant and sampler node (#11309)
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* Add phi_2 solver type to seeds_2

* Add sampler node of seeds_2
2025-12-14 00:03:29 -05:00
comfyanonymousandGitHub 971cefe7d4 Fix pytorch warnings. (#11314)
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2025-12-13 18:45:23 -05:00
comfyanonymousandGitHub da2bfb5b0a Basic implementation of z image fun control union 2.0 (#11304)
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The inpaint part is currently missing and will be implemented later.

I think they messed up this model pretty bad. They added some
control_noise_refiner blocks but don't actually use them. There is a typo
in their code so instead of doing control_noise_refiner -> control_layers
it runs the whole control_layers twice.

Unfortunately they trained with this typo so the model works but is kind
of slow and would probably perform a lot better if they corrected their
code and trained it again.
2025-12-13 01:39:11 -05:00
comfyanonymousandGitHub c5a47a1692 Fix bias dtype issue in mixed ops. (#11293)
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2025-12-12 11:49:35 -05:00
Alexander PiskunandGitHub 908fd7d749 feat(api-nodes): new TextToVideoWithAudio and ImageToVideoWithAudio nodes (#11267)
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2025-12-12 00:18:31 -08:00
comfyanonymousandGitHub 5495589db3 Respect the dtype the op was initialized in for non quant mixed op. (#11282)
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2025-12-11 23:32:27 -05:00
Jukka SeppänenandGitHub 982876d59a WanMove support (#11247) 2025-12-11 22:29:34 -05:00
comfyanonymousandGitHub 338d9ae3bb Make portable updater work with repos in unmerged state. (#11281) 2025-12-11 18:56:33 -05:00
comfyanonymousandGitHub eeb020b9b7 Better chroma radiance and other models vram estimation. (#11278)
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2025-12-11 17:33:09 -05:00
comfyanonymousandGitHub ae65433a60 This only works on radiance. (#11277) 2025-12-11 17:15:00 -05:00
comfyanonymousandGitHub fdebe18296 Fix regular chroma radiance (#11276) 2025-12-11 17:09:35 -05:00
comfyanonymousandGitHub f8321eb57b Adjust memory usage factor. (#11257)
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2025-12-11 01:30:31 -05:00
Alexander PiskunandGitHub 93948e3fc5 feat(api-nodes): enable Kling Omni O1 node (#11229) 2025-12-10 22:11:12 -08:00
FarshoreandGitHub e711aaf1a7 Lower VAE loading requirements:Create a new branch for GPU memory calculations in qwen-image vae (#11199) 2025-12-10 22:02:26 -05:00
Johnpaul ChiweteluandGitHub 57ddb7fd13 Fix: filter hidden files from /internal/files endpoint (#11191) 2025-12-10 21:49:49 -05:00
comfyanonymousandGitHub 17c92a9f28 Tweak Z Image memory estimation. (#11254) 2025-12-10 19:59:48 -05:00
Alexander PiskunandGitHub 36357bbcc3 process the NodeV1 dict results correctly (#11237)
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2025-12-10 11:55:09 -08:00
Benjamin LuandGitHub f668c2e3c9 bump comfyui-frontend-package to 1.34.8 (#11220)
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2025-12-09 22:27:07 -05:00
comfyanonymous fc657f471a ComfyUI version v0.4.0
From now on ComfyUI will do version numbers a bit differently, every stable
off the master branch will increment the minor version. Anytime a fix needs
to be backported onto a stable version the patch version will be
incremented.

Example: We release v0.6.0 off the master branch then a day later a bug is
discovered and we decide to backport the fix onto the v0.6.0 stable, this
will be done in a separate branch in the main repository and this new
stable will be tagged v0.6.1
2025-12-09 18:26:49 -05:00
comfyanonymousandGitHub 791e30ff50 Fix nan issue when quantizing fp16 tensor. (#11213)
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2025-12-09 17:03:21 -05:00
Jukka SeppänenandGitHub e2a800e7ef Fix for HunyuanVideo1.5 meanflow distil (#11212) 2025-12-09 16:59:16 -05:00
rattusandGitHub 9d252f3b70 ops: delete dead code (#11204)
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This became dead code in https://github.com/comfyanonymous/ComfyUI/pull/11069
2025-12-09 00:55:13 -05:00
LodestoneandGitHub b9fb542703 add chroma-radiance-x0 mode (#11197) 2025-12-08 23:33:29 -05:00
Christian ByrneandGitHub cabc4d351f bump comfyui-frontend-package to 1.33.13 (patch) (#11200) 2025-12-08 23:22:02 -05:00
rattusandGitHub e136b6dbb0 dequantization offload accounting (fixes Flux2 OOMs - incl TEs) (#11171)
* make setattr safe for non existent attributes

Handle the case where the attribute doesnt exist by returning a static
sentinel (distinct from None). If the sentinel is passed in as the set
value, del the attr.

* Account for dequantization and type-casts in offload costs

When measuring the cost of offload, identify weights that need a type
change or dequantization and add the size of the conversion result
to the offload cost.

This is mutually exclusive with lowvram patches which already has
a large conservative estimate and wont overlap the dequant cost so\
dont double count.

* Set the compute type on CLIP MPs

So that the loader can know the size of weights for dequant accounting.
2025-12-08 23:21:31 -05:00
comfyanonymousandGitHub d50f342c90 Fix potential issue. (#11201) 2025-12-08 23:20:04 -05:00
comfyanonymousandGitHub 3b0368aa34 Fix regression. (#11194) 2025-12-08 17:38:36 -05:00
ComfyUI WikiandGitHub 935493f6c1 chore: update workflow templates to v0.7.54 (#11192)
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2025-12-08 15:18:53 -05:00
rattusandGitHub 60ee574748 retune lowVramPatch VRAM accounting (#11173)
In the lowvram case, this now does its math in the model dtype in the
post de-quantization domain. Account for that. The patching was also
put back on the compute stream getting it off-peak so relax the
MATH_FACTOR to only x2 so get out of the worst-case assumption of
everything peaking at once.
2025-12-08 15:18:06 -05:00
dxqbandGitHub 8e889c535d Support "transformer." LoRA prefix for Z-Image (#11135) 2025-12-08 15:17:26 -05:00
Alexander PiskunandGitHub fd271dedfd [API Nodes] add support for seedance-1-0-pro-fast model (#10947)
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* feat(api-nodes): add support for seedance-1-0-pro-fast model

* feat(api-nodes): add support for seedream-4.5 model
2025-12-08 01:33:46 -08:00
Alexander PiskunandGitHub c3c6313fc7 Added "system_prompt" input to Gemini nodes (#11177) 2025-12-08 01:28:17 -08:00
Alexander PiskunandGitHub 85c4b4ae26 chore: replace imports of deprecated V1 classes (#11127) 2025-12-08 01:27:02 -08:00
ComfyUI WikiandGitHub 058f084371 Update workflow templates to v0.7.51 (#11150)
* chore: update workflow templates to v0.7.50

* Update template to 0.7.51
2025-12-08 01:22:51 -08:00
Alexander PiskunandGitHub ec7f65187d chore(comfy_api): replace absolute imports with relative (#11145) 2025-12-08 01:21:41 -08:00
comfyanonymousandGitHub 56fa7dbe38 Properly load the newbie diffusion model. (#11172)
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Generate Pydantic Stubs from api.comfy.org / generate-models (push) Has been cancelled
There is still one of the text encoders missing and I didn't actually test it.
2025-12-07 07:44:55 -05:00
comfyanonymousandGitHub 329480da5a Fix qwen scaled fp8 not working with kandinsky. Make basic t2i wf work. (#11162)
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2025-12-06 17:50:10 -08:00
rattusandGitHub 4086acf3c2 Fix on-load VRAM OOM (#11144)
slow down the CPU on model load to not run ahead. This fixes a VRAM on
flux 2 load.

I went to try and debug this with the memory trace pickles, which needs
--disable-cuda-malloc which made the bug go away. So I tried this
synchronize and it worked.

The has some very complex interactions with the cuda malloc async and
I dont have solid theory on this one yet.

Still debugging but this gets us over the OOM for the moment.
2025-12-06 18:42:09 -05:00
comfyanonymousandGitHub 50ca97e776 Speed up lora compute and lower memory usage by doing it in fp16. (#11161) 2025-12-06 18:36:20 -05:00
Jukka SeppänenandGitHub 7ac7d69d94 Fix EmptyAudio node input types (#11149)
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2025-12-06 10:09:44 -08:00
Alexander PiskunandGitHub 76f18e955d marked all Pika API nodes a deprecated (#11146)
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2025-12-06 03:28:08 -08:00
comfyanonymousandGitHub d7a0aef650 Set OCL_SET_SVM_SIZE on AMD. (#11139) 2025-12-06 00:15:21 -05:00
Alexander PiskunandGitHub 913f86b727 [V3] convert nodes_mask.py to V3 schema (#10669)
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* convert nodes_mask.py to V3 schema

* set "Preview Mask" as display name for MaskPreview
2025-12-05 20:24:10 -08:00
Alexander PiskunandGitHub 117bf3f2bd convert nodes_freelunch.py to the V3 schema (#10904) 2025-12-05 20:22:02 -08:00
comfyanonymousandGitHub ae676ed105 Fix regression. (#11137) 2025-12-05 23:01:19 -05:00
Jukka SeppänenandGitHub fd109325db Kandinsky5 model support (#10988)
* Add Kandinsky5 model support

lite and pro T2V tested to work

* Update kandinsky5.py

* Fix fp8

* Fix fp8_scaled text encoder

* Add transformer_options for attention

* Code cleanup, optimizations, use fp32 for all layers originally at fp32

* ImageToVideo -node

* Fix I2V, add necessary latent post process nodes

* Support text to image model

* Support block replace patches (SLG mostly)

* Support official LoRAs

* Don't scale RoPE for lite model as that just doesn't work...

* Update supported_models.py

* Rever RoPE scaling to simpler one

* Fix typo

* Handle latent dim difference for image model in the VAE instead

* Add node to use different prompts for clip_l and qwen25_7b

* Reduce peak VRAM usage a bit

* Further reduce peak VRAM consumption by chunking ffn

* Update chunking

* Update memory_usage_factor

* Code cleanup, don't force the fp32 layers as it has minimal effect

* Allow for stronger changes with first frames normalization

Default values are too weak for any meaningful changes, these should probably be exposed as advanced node options when that's available.

* Add image model's own chat template, remove unused image2video template

* Remove hard error in ReplaceVideoLatentFrames -node

* Update kandinsky5.py

* Update supported_models.py

* Fix typos in prompt template

They were now fixed in the original repository as well

* Update ReplaceVideoLatentFrames

Add tooltips
Make source optional
Better handle negative index

* Rename NormalizeVideoLatentFrames -node

For bit better clarity what it does

* Fix NormalizeVideoLatentStart node out on non-op
2025-12-05 22:20:22 -05:00
Dr.Lt.DataandGitHub bed12674a1 docs: add ComfyUI-Manager documentation and update to v4.0.3b4 (#11133)
- Add manager setup instructions and command line options to README
- Document --enable-manager, --enable-manager-legacy-ui, and
  --disable-manager-ui flags
- Bump comfyui_manager version from 4.0.3b3 to 4.0.3b4
2025-12-05 15:45:38 -08:00
comfyanonymousandGitHub 092ee8a500 Fix some custom nodes. (#11134) 2025-12-05 18:25:31 -05:00
79d17ba233 Context windows fixes and features (#10975)
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* Apply cond slice fix

* Add FreeNoise

* Update context_windows.py

* Add option to retain condition by indexes for each window

This allows for example Wan/HunyuanVideo image to video to "work" by using the initial start frame for each window, otherwise windows beyond first will be pure T2V generations.

* Update context_windows.py

* Allow splitting multiple conds into different windows

* Add handling for audio_embed

* whitespace

* Allow freenoise to work on other dims, handle 4D batch timestep

Refactor Freenoise function. And fix batch handling as timesteps seem to be expanded to batch size now.

* Disable experimental options for now

So that  the Freenoise and bugfixes can be merged first

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: ozbayb <17261091+ozbayb@users.noreply.github.com>
2025-12-05 12:42:46 -08:00
comfyanonymousandGitHub 6fd463aec9 Fix regression when text encoder loaded directly on GPU. (#11129) 2025-12-05 15:33:16 -05:00
comfyanonymousandGitHub 43071e3de3 Make old scaled fp8 format use the new mixed quant ops system. (#11000) 2025-12-05 14:35:42 -05:00
Jedrzej KosinskiandGitHub 0ec05b1481 Remove line made unnecessary (and wrong) after transformer_options was added to NextDiT's _forward definition (#11118) 2025-12-05 14:05:38 -05:00
comfyanonymousandGitHub 35fa091340 Forgot to put this in README. (#11112)
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2025-12-04 22:52:09 -05:00
Alexander PiskunandGitHub 3c8456223c [API Nodes]: fixes and refactor (#11104)
* chore(api-nodes): applied ruff's pyupgrade(python3.10) to api-nodes client's to folder

* chore(api-nodes): add validate_video_frame_count function from LTX PR

* chore(api-nodes): replace deprecated V1 imports

* fix(api-nodes): the types returned by the "poll_op" function are now correct.
2025-12-04 14:05:28 -08:00
rattusandGitHub 9bc893c5bb sd: bump HY1.5 VAE estimate (#11107)
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Im able to push vram above estimate on partial unload. Bump the
estimate. This is experimentally determined with a 720P and 480P
datapoint calibrating for 24GB VRAM total.
2025-12-04 09:50:36 -08:00
rattusandGitHub f4bdf5f830 sd: revise hy VAE VRAM (#11105)
This was recently collapsed down to rolling VAE through temporal. Clamp
The time dimension.
2025-12-04 09:50:04 -08:00
rattusandGitHub 6be85c7920 mp: use look-ahead actuals for stream offload VRAM calculation (#11096)
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TIL that the WAN TE has a 2GB weight followed by 16MB as the next size
down. This means that team 8GB VRAM would fully offload the TE in async
offload mode as it just multiplied this giant size my the num streams.

Do the more complex logic of summing up the upcoming to-load weight
sizes to avoid triple counting this massive weight.

partial unload does the converse of recording the NS most recent
unloads as they go.
2025-12-03 23:28:44 -05:00
comfyanonymousandGitHub ea17add3c6 Fix case where text encoders where running on the CPU instead of GPU. (#11095) 2025-12-03 23:15:15 -05:00
comfyanonymousandGitHub ecdc8697d5 Qwen Image Lora training fix from #11090 (#11094)
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2025-12-03 22:49:28 -05:00
Alexander PiskunandGitHub dce518c2b4 convert nodes_audio.py to V3 schema (#10798) 2025-12-03 17:35:04 -08:00
Alexander PiskunandGitHub 440268d394 convert nodes_load_3d.py to V3 schema (#10990) 2025-12-03 13:52:31 -08:00
Alexander PiskunandGitHub 87c104bfc1 add support for "@image" reference format in Kling Omni API nodes (#11082)
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2025-12-03 08:55:44 -08:00
Alexander PiskunandGitHub 19f2192d69 fix(V3-Schema): use empty list defaults for Schema.inputs/outputs/hidden to avoid None issues (#11083) 2025-12-03 08:37:35 -08:00
rattusandGitHub 519c941165 Prs/lora reservations (reduce massive Lora reservations especially on Flux2) (#11069)
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* mp: only count the offload cost of math once

This was previously bundling the combined weight storage and computation
cost

* ops: put all post async transfer compute on the main stream

Some models have massive weights that need either complex
dequantization or lora patching. Don't do these patchings on the offload
stream, instead do them on the main stream to syncrhonize the
potentially large vram spikes for these compute processes. This avoids
having to assume a worst case scenario of multiple offload streams
all spiking VRAM is parallel with whatever the main stream is doing.
2025-12-03 02:28:45 -05:00
comfyanonymousandGitHub 861817d22d Fix issue with portable updater. (#11070)
This should fix the problem with the portable updater not working with portables created from a separate branch on the repo.

This does not affect any current portables who were all created on the master branch.
2025-12-03 00:47:51 -05:00
Jedrzej KosinskiandGitHub c120eee5ba Add MatchType, DynamicCombo, and Autogrow support to V3 Schema (#10832)
* Added output_matchtypes to generated json for v3, initial backend support for MatchType, created nodes_logic.py and added SwitchNode

* Fixed providing list of allowed_types

* Add workaround in validation.py for V3 Combo outputs not working as Combo inputs

* Make match type receive_type pass validation

* Also add MatchType check to input_type in validation - will likely trigger when connecting to non-lazy stuff

* Make sure this PR only has MatchType stuff

* Initial work on DynamicCombo

* Add get_dynamic function, not yet filled out correctly

* Mark Switch node as Beta

* Make sure other unfinished dynamic types are not accidentally used

* Send DynamicCombo.Option inputs in the same format as normal v1 inputs

* add dynamic combo test node

* Support validation of inputs and outputs

* Add missing input params to DynamicCombo.Input

* Add get_all function to inputs for id validation purposes

* Fix imports for v3 returning everything when doing io/ui/IO/UI instead of what is in __all__ of _io.py and _ui.py

* Modifying behavior of get_dynamic in V3 + serialization so can be used in execution code

* Fix v3 schema validation code after changes

* Refactor hidden_values for v3 in execution.py to be more general v3_data, add helper functions for dynamic behavior, preparing for restructuring dynamic type into object (not finished yet)

* Add nesting of inputs on DynamicCombo during execution

* Work with latest frontend commits

* Fix cringe arrows

* frontend will no longer namespace dynamic inputs widgets so reflect that in code, refactor build_nested_inputs

* Prepare Autogrow support for the love of the game

* satisfy ruff

* Create test nodes for Autogrow to collab with frontend development

* Add nested combo to DCTestNode

* Remove array support from build_nested_inputs, properly handle missing expected values

* Make execution.validate_inputs properly validate required dynamic inputs, renamed dynamic_data to dynamic_paths for clarity

* MatchType does not need any DynamicInput/Output features on backend; will increase compatibility with  dynamic types

* Probably need this for ruff check

* Change MatchType to have template be the first and only required param; output id's do nothing right now, so no need

* Fix merge regression with LatentUpscaleModel type not being put in __all__ for _io.py, fix invalid type hint for validate_inputs

* Make Switch node inputs optional, disallow both inputs from being missing, and still work properly with lazy; when one input is missing, use the other no matter what the switch is set to

* Satisfy ruff

* Move MatchType code above the types that inherit from DynamicInput

* Add DynamicSlot type, awaiting frontend support

* Make curr_prefix creation happen in Autogrow, move curr_prefix in DynamicCombo to only be created if input exists in live_inputs

* I was confused, fixing accidentally redundant curr_prefix addition in Autogrow

* Make sure Autogrow inputs are force_input = True when WidgetInput, fix runtime validation by removing original input from expected inputs, fix min/max bounds, change test nodes slightly

* Remove unnecessary id usage in Autogrow test node outputs

* Commented out Switch node + test nodes

* Remove commented out code from Autogrow

* Make TemplatePrefix max more clear, allow max == 1

* Replace all dict[str] with dict[str, Any]

* Renamed add_to_dict_live_inputs to expand_schema_for_dynamic

* Fixed typo in DynamicSlot input code

* note about live_inputs not being present soon in get_v1_info (internal function anyway)

* For now, hide DynamicCombo and Autogrow from public interface

* Removed comment
2025-12-03 00:17:13 -05:00
rattusandGitHub 73f5649196 Implement temporal rolling VAE (Major VRAM reductions in Hunyuan and Kandinsky) (#10995)
* hunyuan upsampler: rework imports

Remove the transitive import of VideoConv3d and Resnet and takes these
from actual implementation source.

* model: remove unused give_pre_end

According to git grep, this is not used now, and was not used in the
initial commit that introduced it (see below).

This semantic is difficult to implement temporal roll VAE for (and would
defeat the purpose). Rather than implement the complex if, just delete
the unused feature.

(venv) rattus@rattus-box2:~/ComfyUI$ git log --oneline
220afe33 (HEAD) Initial commit.
(venv) rattus@rattus-box2:~/ComfyUI$ git grep give_pre
comfy/ldm/modules/diffusionmodules/model.py:                 resolution, z_channels, give_pre_end=False, tanh_out=False, use_linear_attn=False,
comfy/ldm/modules/diffusionmodules/model.py:        self.give_pre_end = give_pre_end
comfy/ldm/modules/diffusionmodules/model.py:        if self.give_pre_end:

(venv) rattus@rattus-box2:~/ComfyUI$ git co origin/master
Previous HEAD position was 220afe33 Initial commit.
HEAD is now at 9d8a8179 Enable async offloading by default on Nvidia. (#10953)
(venv) rattus@rattus-box2:~/ComfyUI$ git grep give_pre
comfy/ldm/modules/diffusionmodules/model.py:                 resolution, z_channels, give_pre_end=False, tanh_out=False, use_linear_attn=False,
comfy/ldm/modules/diffusionmodules/model.py:        self.give_pre_end = give_pre_end
comfy/ldm/modules/diffusionmodules/model.py:        if self.give_pre_end:

* move refiner VAE temporal roller to core

Move the carrying conv op to the common VAE code and give it a better
name. Roll the carry implementation logic for Resnet into the base
class and scrap the Hunyuan specific subclass.

* model: Add temporal roll to main VAE decoder

If there are no attention layers, its a standard resnet and VideoConv3d
is asked for, substitute in the temporal rolloing VAE algorithm. This
reduces VAE usage by the temporal dimension (can be huge VRAM savings).

* model: Add temporal roll to main VAE encoder

If there are no attention layers, its a standard resnet and VideoConv3d
is asked for, substitute in the temporal rolling VAE algorithm. This
reduces VAE usage by the temporal dimension (can be huge VRAM savings).
2025-12-02 22:49:29 -05:00
Jim HeisingandGitHub 3f512f5659 Added PATCH method to CORS headers (#11066)
Added PATCH http method to access-control-allow-header-methods header because there are now PATCH endpoints exposed in the API.

See https://github.com/comfyanonymous/ComfyUI/blob/277237ccc1499bac7fcd221a666dfe7a32ac4206/api_server/routes/internal/internal_routes.py#L34 for an example of an API endpoint that uses the PATCH method.
2025-12-02 22:29:27 -05:00
comfyanonymousandGitHub b94d394a64 Support Z Image alibaba pai fun controlnets. (#11062)
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These are not actual controlnets so put it in the models/model_patches
folder and use the ModelPatchLoader + QwenImageDiffsynthControlnet node to
use it.
2025-12-02 21:38:31 -05:00
rattusandGitHub 277237ccc1 attention: use flag based OOM fallback (#11038)
Exception ref all local variables for the lifetime of exception
context. Just set a flag and then if to dump the exception before
falling back.
2025-12-02 17:24:19 -05:00
comfyanonymousandGitHub daaceac769 Hack to make zimage work in fp16. (#11057) 2025-12-02 17:11:58 -05:00
Alexander PiskunandGitHub 33d6aec3b7 add check for the format arg type in VideoFromComponents.save_to function (#11046)
* add check for the format var type in VideoFromComponents.save_to function

* convert "format" to VideoContainer enum
2025-12-02 11:50:13 -08:00
Jedrzej KosinskiandGitHub 44baa0b7f3 Fix CODEOWNERS formatting to have all on the same line, otherwise only last line applies (#11053) 2025-12-02 11:46:29 -08:00
Yoland YanandGitHub a17cf1c387 Add @guill as a code owner (#11031)
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2025-12-01 22:40:44 -05:00
Dr.Lt.DataandGitHub b4a20acc54 feat: Support ComfyUI-Manager for pip version (#7555) 2025-12-01 22:32:52 -05:00
Christian ByrneandGitHub c55dc857d5 bump comfyui-frontend-package to 1.33.10 (#11028)
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2025-12-01 20:56:38 -05:00
comfyanonymousandGitHub 878db3a727 Implement the Ovis image model. (#11030) 2025-12-01 20:56:17 -05:00
comfyanonymous 30c259cac8 ComfyUI version v0.3.76 2025-12-01 20:25:35 -05:00
Alexander PiskunandGitHub 1cb7e22a95 [API Nodes] add Kling O1 model support (#11025)
* feat(api-nodes): add Kling O1 model support

* fix: increase max allowed duration to 10.05 seconds

* fix(VideoInput): respect "format" argument
2025-12-01 16:11:52 -08:00
comfyanonymousandGitHub 2640acb31c Update qwen tokenizer to add qwen 3 tokens. (#11029)
Doesn't actually change anything for current workflows because none of the
current models have a template with the think tokens.
2025-12-01 17:13:48 -05:00
Christian ByrneandGitHub 7dbd5dfe91 bump comfyui-frontend-package to 1.32.10 (#11018)
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2025-12-01 13:27:17 -05:00
comfyanonymousandGitHub f8b981ae9a Next AMD portable will have pytorch with ROCm 7.1.1 (#11002)
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2025-11-30 04:21:31 -05:00
ComfyUI WikiandGitHub 4967f81778 update template to 0.7.25 (#10996)
* update template to 0.7.24

* Update template to 0.7.25
2025-11-29 18:07:26 -08:00
comfyanonymousandGitHub 0a6746898d Make the ScaleRope node work on Z Image and Lumina. (#10994)
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2025-11-29 18:00:55 -05:00
comfyanonymousandGitHub 5151cff293 Add some missing z image lora layers. (#10980)
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2025-11-28 23:55:00 -05:00
Dr.Lt.DataandGitHub af96d9812d feat(security): add System User protection with __ prefix (#10966)
* feat(security): add System User protection with `__` prefix

Add protected namespace for custom nodes to store sensitive data
(API keys, licenses) that cannot be accessed via HTTP endpoints.

Key changes:
- New API: get_system_user_directory() for internal access
- New API: get_public_user_directory() with structural blocking
- 3-layer defense: header validation, path blocking, creation prevention
- 54 tests covering security, edge cases, and backward compatibility

System Users use `__` prefix (e.g., __system, __cache) following
Python's private member convention. They exist in user_directory/
but are completely blocked from /userdata HTTP endpoints.

* style: remove unused imports
2025-11-28 21:28:42 -05:00
comfyanonymousandGitHub 52a32e2b32 Support some z image lora formats. (#10978) 2025-11-28 21:12:42 -05:00
Jukka SeppänenandGitHub b907085709 Support video tiny VAEs (#10884)
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* Support video tiny VAEs

* lighttaew scaling fix

* Also support video taes in previews

Only first frame for now as live preview playback is currently only available through VHS custom nodes.

* Support Wan 2.1 lightVAE

* Relocate elif block and set Wan VAE dim directly without using pruning rate for lightvae
2025-11-28 19:40:19 -05:00
comfyanonymousandGitHub 065a2fbbec Update driver link in AMD portable README (#10974) 2025-11-28 19:37:39 -05:00
rattusandGitHub 0ff0457892 mm: wrap the raw stream in context manager (#10958)
The documentation of torch.foo.Stream being usable with with: suggests
it starts at version 2.7. Use the old API for backwards compatibility.
2025-11-28 16:38:12 -05:00
Urle SistianaandGitHub 6484ac89dc fix QuantizedTensor.is_contiguous (#10956) (#10959) 2025-11-28 16:33:07 -05:00
comfyanonymousandGitHub f55c98a89f Disable offload stream when torch compile. (#10961) 2025-11-28 16:16:46 -05:00
Dr.Lt.DataandGitHub ca7808f240 fix(user_manager): fix typo in move_userdata dest validation (#10967)
Check `dest` instead of `source` when validating destination path
in move_userdata endpoint.
2025-11-28 12:43:17 -08:00
Alexander PiskunandGitHub 52e778fff3 feat(Kling-API-Nodes): add v2-5-turbo model to FirstLastFrame node (#10938)
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2025-11-28 02:52:59 -08:00
comfyanonymousandGitHub 9d8a817985 Enable async offloading by default on Nvidia. (#10953)
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Add --disable-async-offload to disable it.

If this causes OOMs that go away when you --disable-async-offload please
report it.
2025-11-27 17:46:12 -05:00
ComfyUI WikiandGitHub b59750a86a Update template to 0.7.23 (#10949) 2025-11-27 17:12:56 -05:00
rattusandGitHub 3f382a4f98 quant ops: Dequantize weight in-place (#10935)
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In flux2 these weights are huge (200MB). As plain_tensor is a throw-away
deep copy, do this multiplication in-place to save VRAM.
2025-11-27 08:06:30 -08:00
rattusandGitHub f17251bec6 Account for the VRAM cost of weight offloading (#10733)
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* mm: default to 0 for NUM_STREAMS

Dont count the compute stream as an offload stream. This makes async
offload accounting easier.

* mm: remove 128MB minimum

This is from a previous offloading system requirement. Remove it to
make behaviour of the loader and partial unloader consistent.

* mp: order the module list by offload expense

Calculate an approximate offloading temporary VRAM cost to offload a
weight and primary order the module load list by that. In the simple
case this is just the same as the module weight, but with Loras, a
weight with a lora consumes considerably more VRAM to do the Lora
application on-the-fly.

This will slightly prioritize lora weights, but is really for
proper VRAM offload accounting.

* mp: Account for the VRAM cost of weight offloading

when checking the VRAM headroom, assume that the weight needs to be
offloaded, and only load if it has space for both the load and offload
 * the number of streams.

As the weights are ordered from largest to smallest by offload cost
this is guaranteed to fit in VRAM (tm), as all weights that follow
will be smaller.

Make the partial unload aware of this system as well by saving the
budget for offload VRAM to the model state and accounting accordingly.
Its possible that partial unload increases the size of the largest
offloaded weights, and thus needs to unload a little bit more than
asked to accomodate the bigger temp buffers.

Honor the existing codes floor on model weight loading of 128MB by
having the patcher honor this separately withough regard to offloading.
Otherwise when MM specifies its 128MB minimum, MP will see the biggest
weights, and budget that 128MB to only offload buffer and load nothing
which isnt the intent of these minimums. The same clamp applies in
case of partial offload of the currently loading model.
2025-11-27 01:03:03 -05:00
HaomingandGitHub c38e7d6599 block info (#10841) 2025-11-26 20:28:44 -08:00
comfyanonymousandGitHub eaf68c9b5b Make lora training work on Z Image and remove some redundant nodes. (#10927)
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2025-11-26 19:25:32 -05:00
Kohaku-BlueleafandGitHub cc6a8dcd1a Dataset Processing Nodes and Improved LoRA Trainer Nodes with multi resolution supports. (#10708)
* Create nodes_dataset.py

* Add encoded dataset caching mechanism

* make training node to work with our dataset system

* allow trainer node to get different resolution dataset

* move all dataset related implementation to nodes_dataset

* Rewrite dataset system with new io schema

* Rewrite training system with new io schema

* add ui pbar

* Add outputs' id/name

* Fix bad id/naming

* use single process instead of input list when no need

* fix wrong output_list flag

* use torch.load/save and fix bad behaviors
2025-11-26 19:18:08 -05:00
Alexander PiskunandGitHub a2d60aad0f convert nodes_customer_sampler.py to V3 schema (#10206) 2025-11-26 14:55:31 -08:00
Alexander PiskunandGitHub d8433c63fd chore(api-nodes): remove chat widgets from OpenAI/Gemini nodes (#10861) 2025-11-26 14:42:01 -08:00
comfyanonymousandGitHub dd41b74549 Add Z Image to readme. (#10924) 2025-11-26 15:36:38 -05:00
comfyanonymousandGitHub 55f654db3d Fix the CSP offline feature. (#10923) 2025-11-26 15:16:40 -05:00
Terry JiaandGitHub 58c6ed541d Merge 3d animation node (#10025) 2025-11-26 14:58:27 -05:00
Christian ByrneandGitHub 234c3dc85f Bump frontend to 1.32.9 (#10867) 2025-11-26 14:58:08 -05:00
Alexander PiskunandGitHub 8908ee2628 fix(gemini): use first 10 images as fileData (URLs) and remaining images as inline base64 (#10918) 2025-11-26 10:38:30 -08:00
Alexander PiskunandGitHub 1105e0d139 improve UX for batch uploads in upload_images_to_comfyapi (#10913) 2025-11-26 09:23:14 -08:00
Alexander PiskunandGitHub 8938aa3f30 add Veo3 First-Last-Frame node (#10878) 2025-11-26 09:14:02 -08:00
comfyanonymousandGitHub f16219e3aa Add cheap latent preview for flux 2. (#10907)
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Thank you to the person who calculated them. You saved me a percent of my
time.
2025-11-26 04:00:43 -05:00
comfyanonymous 8402c8700a ComfyUI version v0.3.75
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2025-11-26 02:41:13 -05:00
comfyanonymousandGitHub 58b8574661 Fix Flux2 reference image mem estimation. (#10905) 2025-11-26 02:36:19 -05:00
comfyanonymous 90b3995ec8 ComfyUI v0.3.74 2025-11-26 00:34:15 -05:00
comfyanonymousandGitHub bdb10a583f Fix loras not working on mixed fp8. (#10899) 2025-11-26 00:07:58 -05:00
comfyanonymousandGitHub 0e24dbb19f Adjustments to Z Image. (#10893) 2025-11-25 19:02:51 -05:00
comfyanonymousandGitHub e9aae31fa2 Z Image model. (#10892)
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2025-11-25 18:41:45 -05:00
comfyanonymous 0c18842acb ComfyUI v0.3.73 2025-11-25 14:59:37 -05:00
comfyanonymousandGitHub d196a905bb Lower vram usage for flux 2 text encoder. (#10887) 2025-11-25 14:58:39 -05:00
ComfyUI WikiandGitHub 18b79acba9 Update workflow templates to v0.7.20 (#10883) 2025-11-25 14:58:21 -05:00
comfyanonymousandGitHub dff996ca39 Fix crash. (#10885) 2025-11-25 14:30:24 -05:00
comfyanonymous 828b1b9953 ComfyUI version v0.3.72 2025-11-25 12:40:58 -05:00
comfyanonymousandGitHub af81cb962d Add Flux 2 support to README. (#10882) 2025-11-25 11:40:32 -05:00
Alexander PiskunandGitHub 5c7b08ca58 [API Nodes] add Flux.2 Pro node (#10880) 2025-11-25 11:09:07 -05:00
comfyanonymousandGitHub 6b573ae0cb Flux 2 (#10879) 2025-11-25 10:50:19 -05:00
comfyanonymousandGitHub 015a0599d0 I found a case where this is needed (#10875)
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2025-11-25 03:23:19 -05:00
comfyanonymousandGitHub acfaa5c4a1 Don't try fp8 matrix mult in quantized ops if not supported by hardware. (#10874) 2025-11-25 02:55:49 -05:00
comfyanonymousandGitHub b6805429b9 Allow pinning quantized tensors. (#10873) 2025-11-25 02:48:20 -05:00
comfyanonymousandGitHub 25022e0b09 Cleanup and fix issues with text encoder quants. (#10872)
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2025-11-25 01:48:53 -05:00
comfyanonymousandGitHub 22a2644e57 Bump transformers version in requirements.txt (#10869) 2025-11-24 19:45:54 -05:00
HaomingandGitHub b2ef58e2b1 block info (#10844)
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2025-11-24 10:40:09 -08:00
HaomingandGitHub 6a6d456c88 block info (#10842) 2025-11-24 10:38:38 -08:00
HaomingandGitHub 3d1fdaf9f4 block info (#10843) 2025-11-24 10:30:40 -08:00
Alexander PiskunandGitHub 1286fcfe40 add get_frame_count and get_frame_rate methods to VideoInput class (#10851) 2025-11-24 10:24:29 -08:00
Alexander PiskunandGitHub 3bd71554a2 fix(api-nodes): edge cases in responses for Gemini models (#10860) 2025-11-24 09:48:37 -08:00
guillandGitHub f66183a541 [fix] Fixes non-async public API access (#10857)
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It looks like the synchronous version of the public API broke due to an
addition of `from __future__ import annotations`. This change updates
the async-to-sync adapter to work with both types of type annotations.
2025-11-23 22:56:20 -08:00
comfyanonymousandGitHub cbd68e3d58 Add better error message for common error. (#10846)
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2025-11-23 04:55:22 -05:00
comfyanonymousandGitHub d89c29f259 Add display names to Hunyuan latent video nodes. (#10837)
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2025-11-22 22:51:53 -05:00
Christian ByrneandGitHub a9c35256bc Update requirements.txt (#10834)
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2025-11-22 02:28:29 -08:00
comfyanonymousandGitHub 532938b16b --disable-api-nodes now sets CSP header to force frontend offline. (#10829) 2025-11-21 17:51:55 -05:00
Christian ByrneandGitHub ecb683b057 update frontend to 1.30 (#10793) 2025-11-21 16:34:47 -05:00
comfyanonymous c55fd74816 ComfyUI 0.3.71 2025-11-21 00:49:13 -05:00
comfyanonymousandGitHub 3398123752 Fix wrong path. (#10821) 2025-11-20 23:39:37 -05:00
943b3b615d HunyuanVideo 1.5 (#10819)
* init

* update

* Update model.py

* Update model.py

* remove print

* Fix text encoding

* Prevent empty negative prompt

Really doesn't work otherwise

* fp16 works

* I2V

* Update model_base.py

* Update nodes_hunyuan.py

* Better latent rgb factors

* Use the correct sigclip output...

* Support HunyuanVideo1.5 SR model

* whitespaces...

* Proper latent channel count

* SR model fixes

This also still needs timesteps scheduling based on the noise scale, can be used with two samplers too already

* vae_refiner: roll the convolution through temporal

Work in progress.

Roll the convolution through time using 2-latent-frame chunks and a
FIFO queue for the convolution seams.

* Support HunyuanVideo15 latent resampler

* fix

* Some cleanup

Co-Authored-By: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>

* Proper hyvid15 I2V channels

Co-Authored-By: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>

* Fix TokenRefiner for fp16

Otherwise x.sum has infs, just in case only casting if input is fp16, I don't know if necessary.

* Bugfix for the HunyuanVideo15 SR model

* vae_refiner: roll the convolution through temporal II

Roll the convolution through time using 2-latent-frame chunks and a
FIFO queue for the convolution seams.

Added support for encoder, lowered to 1 latent frame to save more
VRAM, made work for Hunyuan Image 3.0 (as code shared).

Fixed names, cleaned up code.

* Allow any number of input frames in VAE.

* Better VAE encode mem estimation.

* Lowvram fix.

* Fix hunyuan image 2.1 refiner.

* Fix mistake.

* Name changes.

* Rename.

* Whitespace.

* Fix.

* Fix.

---------

Co-authored-by: kijai <40791699+kijai@users.noreply.github.com>
Co-authored-by: Rattus <rattus128@gmail.com>
2025-11-20 22:44:43 -05:00
Christian ByrneandGitHub 10e90a5757 bump comfyui-workflow-templates for nano banana 2 (#10818)
* bump templates

* bump templates
2025-11-20 18:20:52 -08:00
Alexander PiskunandGitHub b75d349f25 fix(KlingLipSyncAudioToVideoNode): convert audio to mp3 format (#10811) 2025-11-20 16:33:54 -08:00
Alexander PiskunandGitHub 7b8389578e feat(api-nodes): add Nano Banana Pro (#10814)
* feat(api-nodes): add Nano Banana Pro

* frontend bump to 1.28.9
2025-11-20 16:17:47 -08:00
Jedrzej KosinskiandGitHub 9e00ce5b76 Make Batch Images node add alpha channel when one of the inputs has it (#10816)
* When one Batch Image input has alpha and one does not, add empty alpha channel

* Use torch.nn.functional.pad
2025-11-20 17:42:46 -05:00
comfyanonymousandGitHub f5e66d5e47 Fix ImageBatch with different channel count. (#10815) 2025-11-20 15:08:03 -05:00
Christian ByrneandGitHub 87b0359392 Update server templates handler to use new multi-package distribution (comfyui-workflow-templates versions >=0.3) (#10791)
* update templates for monorepo

* refactor
2025-11-19 22:36:56 -08:00
comfyanonymousandGitHub cb96d4d18c Disable workaround on newer cudnn. (#10807) 2025-11-19 23:56:23 -05:00
Alexander PiskunandGitHub 394348f5ca feat(api-nodes): add Topaz API nodes (#10755) 2025-11-19 17:44:04 -08:00
comfyanonymousandGitHub 7601e89255 Fix workflow name. (#10806) 2025-11-19 20:17:15 -05:00
Alexander PiskunandGitHub 6a1d3a1ae1 convert hunyuan3d.py to V3 schema (#10664) 2025-11-19 14:49:01 -08:00
Alexander PiskunandGitHub 65ee24c978 change display name of PreviewAny node to "Preview as Text" (#10796) 2025-11-19 01:25:28 -08:00
comfyanonymousandGitHub 17027f2a6a Add a way to disable the final norm in the llama based TE models. (#10794) 2025-11-18 22:36:03 -05:00
comfyanonymous b5c8be8b1d ComfyUI 0.3.70 2025-11-18 19:37:20 -05:00
Alexander PiskunandGitHub 24fdb92edf feat(api-nodes): add new Gemini model (#10789) 2025-11-18 14:26:44 -08:00
comfyanonymousandGitHub d526974576 Fix hunyuan 3d 2.0 (#10792) 2025-11-18 16:46:19 -05:00
Jukka SeppänenandGitHub e1ab6bb394 EasyCache: Fix for mismatch in input/output channels with some models (#10788)
Slices model input with output channels so the caching tracks only the noise channels, resolves channel mismatch with models like WanVideo I2V

Also fix for slicing deprecation in pytorch 2.9
2025-11-18 07:00:21 -08:00
Alexander PiskunandGitHub 048f49adbd chore(api-nodes): adjusted PR template; set min python version for pylint to 3.10 (#10787) 2025-11-18 03:59:27 -08:00
comfyanonymousandGitHub 47bfd5a33f Native block swap custom nodes considered harmful. (#10783) 2025-11-18 00:26:44 -05:00
ComfyUI WikiandGitHub fdf49a2861 Fix the portable download link for CUDA 12.6 (#10780) 2025-11-17 22:04:06 -05:00
comfyanonymousandGitHub f41e5f398d Update README with new portable download link (#10778) 2025-11-17 19:59:19 -05:00
comfyanonymousandGitHub 27cbac865e Add release workflow for NVIDIA cu126 (#10777) 2025-11-17 19:04:04 -05:00
comfyanonymous 3d0003c24c ComfyUI version 0.3.69 2025-11-17 17:17:24 -05:00
comfyanonymousandGitHub 7d6103325e Change ROCm nightly install command to 7.1 (#10764) 2025-11-16 03:01:14 -05:00
Alexander PiskunandGitHub 2d4a08b717 Revert "chore(api-nodes): mark OpenAIDalle2 and OpenAIDalle3 nodes as deprecated (#10757)" (#10759)
This reverts commit 9a02382568.
2025-11-15 12:37:34 -08:00
Alexander PiskunandGitHub 9a02382568 chore(api-nodes): mark OpenAIDalle2 and OpenAIDalle3 nodes as deprecated (#10757) 2025-11-15 11:18:49 -08:00
comfyanonymousandGitHub bd01d9f7fd Add left padding support to tokenizers. (#10753) 2025-11-15 06:54:40 -05:00
comfyanonymousandGitHub 443056c401 Fix custom nodes import error. (#10747)
This should fix the import errors but will break if the custom nodes actually try to use the class.
2025-11-14 03:26:05 -05:00
comfyanonymousandGitHub f60923590c Use same code for chroma and flux blocks so that optimizations are shared. (#10746) 2025-11-14 01:28:05 -05:00
comfyanonymousandGitHub 1ef328c007 Better instructions for the portable. (#10743) 2025-11-13 21:32:39 -05:00
rattusandGitHub 94c298f962 flux: reduce VRAM usage (#10737)
Cleanup a bunch of stack tensors on Flux. This take me from B=19 to B=22
for 1600x1600 on RTX5090.
2025-11-13 16:02:03 -08:00
ric-yuandGitHub 2fde9597f4 feat: add create_time dict to prompt field in /history and /queue (#10741) 2025-11-13 15:11:52 -08:00
Alexander PiskunandGitHub f91078b1ff add PR template for API-Nodes (#10736) 2025-11-13 10:05:26 -08:00
contentisandGitHub 3b3ef9a77a Quantized Ops fixes (#10715)
* offload support, bug fixes, remove mixins

* add readme
2025-11-12 18:26:52 -05:00
comfyanonymousandGitHub 8b0b93df51 Update Python 3.14 compatibility notes in README (#10730) 2025-11-12 17:04:41 -05:00
rattusandGitHub 1c7eaeca10 qwen: reduce VRAM usage (#10725)
Clean up a bunch of stacked and no-longer-needed tensors on the QWEN
VRAM peak (currently FFN).

With this I go from OOMing at B=37x1328x1328 to being able to
succesfully run B=47 (RTX5090).
2025-11-12 16:20:53 -05:00
rattusandGitHub 18e7d6dba5 mm/mp: always unload re-used but modified models (#10724)
The partial unloader path in model re-use flow skips straight to the
actual unload without any check of the patching UUID. This means that
if you do an upscale flow with a model patch on an existing model, it
will not apply your patchings.

Fix by delaying the partial_unload until after the uuid checks. This
is done by making partial_unload a model of partial_load where extra_mem
is -ve.
2025-11-12 16:19:53 -05:00
Qiacheng LiandGitHub e1d85e7577 Update README.md for Intel Arc GPU installation, remove IPEX (#10729)
IPEX is no longer needed for Intel Arc GPUs.  Removing instruction to setup ipex.
2025-11-12 15:21:05 -05:00
comfyanonymousandGitHub 1199411747 Don't pin tensor if not a torch.nn.parameter.Parameter (#10718) 2025-11-11 19:33:30 -05:00
comfyanonymousandGitHub 5ebcab3c7d Update CI workflow to remove dead macOS runner. (#10704)
* Update CI workflow to remove dead macOS runner.

* revert

* revert
2025-11-10 15:35:29 -05:00
rattusandGitHub c350009236 ops: Put weight cast on the offload stream (#10697)
This needs to be on the offload stream. This reproduced a black screen
with low resolution images on a slow bus when using FP8.
2025-11-09 22:52:11 -05:00
comfyanonymousandGitHub dea899f221 Unload weights if vram usage goes up between runs. (#10690) 2025-11-09 18:51:33 -05:00
comfyanonymousandGitHub e632e5de28 Add logging for model unloading. (#10692) 2025-11-09 18:06:39 -05:00
comfyanonymousandGitHub 2abd2b5c20 Make ScaleROPE node work on Flux. (#10686) 2025-11-08 15:52:02 -05:00
comfyanonymousandGitHub a1a70362ca Only unpin tensor if it was pinned by ComfyUI (#10677) 2025-11-07 11:15:05 -05:00
rattusandGitHub cf97b033ee mm: guard against double pin and unpin explicitly (#10672)
As commented, if you let cuda be the one to detect double pin/unpinning
it actually creates an asyc GPU error.
2025-11-06 21:20:48 -05:00
comfyanonymousandGitHub eb1c42f649 Tell users they need to upload their logs in bug reports. (#10671) 2025-11-06 20:24:28 -05:00
comfyanonymousandGitHub e05c907126 Clarify release cycle. (#10667) 2025-11-06 04:11:30 -05:00
comfyanonymousandGitHub 09dc24c8a9 Pinned mem also seems to work on AMD. (#10658) 2025-11-05 19:11:15 -05:00
comfyanonymousandGitHub 1d69245981 Enable pinned memory by default on Nvidia. (#10656)
Removed the --fast pinned_memory flag.

You can use --disable-pinned-memory to disable it. Please report if it
causes any issues.
2025-11-05 18:08:13 -05:00
comfyanonymousandGitHub 97f198e421 Fix qwen controlnet regression. (#10657) 2025-11-05 18:07:35 -05:00
Alexander PiskunandGitHub bda0eb2448 feat(API-nodes): move Rodin3D nodes to new client; removed old api client.py (#10645) 2025-11-05 02:16:00 -08:00
comfyanonymousandGitHub c4a6b389de Lower ltxv mem usage to what it was before previous pr. (#10643)
Bring back qwen behavior to what it was before previous pr.
2025-11-04 22:47:35 -05:00
contentisandGitHub 4cd881866b Use single apply_rope function across models (#10547) 2025-11-04 20:10:11 -05:00
comfyanonymous 265adad858 ComfyUI version v0.3.68 2025-11-04 19:42:23 -05:00
comfyanonymousandGitHub 7f3e4d486c Limit amount of pinned memory on windows to prevent issues. (#10638) 2025-11-04 17:37:50 -05:00
rattusandGitHub a389ee01bb caching: Handle None outputs tuple case (#10637) 2025-11-04 14:14:10 -08:00
ComfyUI WikiandGitHub 9c71a66790 chore: update workflow templates to v0.2.11 (#10634) 2025-11-04 10:51:53 -08:00
comfyanonymousandGitHub af4b7b5edb More fp8 torch.compile regressions fixed. (#10625) 2025-11-03 22:14:20 -05:00
comfyanonymousandGitHub 0f4ef3afa0 This seems to slow things down slightly on Linux. (#10624) 2025-11-03 21:47:14 -05:00
comfyanonymousandGitHub 6b88478f9f Bring back fp8 torch compile performance to what it should be. (#10622) 2025-11-03 19:22:10 -05:00
comfyanonymousandGitHub e199c8cc67 Fixes (#10621) 2025-11-03 17:58:24 -05:00
comfyanonymousandGitHub 0652cb8e2d Speed up torch.compile (#10620) 2025-11-03 17:37:12 -05:00
comfyanonymousandGitHub 958a17199a People should update their pytorch versions. (#10618) 2025-11-03 17:08:30 -05:00
ComfyUI WikiandGitHub e974e554ca chore: update embedded docs to v0.3.1 (#10614) 2025-11-03 10:59:44 -08:00
Alexander PiskunandGitHub 4e2110c794 feat(Pika-API-nodes): use new API client (#10608) 2025-11-03 00:29:08 -08:00
Alexander PiskunandGitHub e617cddf24 convert nodes_openai.py to V3 schema (#10604) 2025-11-03 00:28:13 -08:00
Alexander PiskunandGitHub 1f3f7a2823 convert nodes_hypernetwork.py to V3 schema (#10583) 2025-11-03 00:21:47 -08:00
EverNebulaandGitHub 88df172790 fix(caching): treat bytes as hashable (#10567) 2025-11-03 00:16:40 -08:00
Alexander PiskunandGitHub 6d6a18b0b7 fix(api-nodes-cloud): stop using sub-folder and absolute path for output of Rodin3D nodes (#10556) 2025-11-03 00:04:56 -08:00
comfyanonymousandGitHub 97ff9fae7e Clarify help text for --fast argument (#10609)
Updated help text for the --fast argument to clarify potential risks.
2025-11-02 13:14:04 -05:00
rattusandGitHub 135fa49ec2 Small speed improvements to --async-offload (#10593)
* ops: dont take an offload stream if you dont need one

* ops: prioritize mem transfer

The async offload streams reason for existence is to transfer from
RAM to GPU. The post processing compute steps are a bonus on the side
stream, but if the compute stream is running a long kernel, it can
stall the side stream, as it wait to type-cast the bias before
transferring the weight. So do a pure xfer of the weight straight up,
then do everything bias, then go back to fix the weight type and do
weight patches.
2025-11-01 18:48:53 -04:00
comfyanonymousandGitHub 44869ff786 Fix issue with pinned memory. (#10597) 2025-11-01 17:25:59 -04:00
Alexander PiskunandGitHub 20182a393f convert StabilityAI to use new API client (#10582) 2025-11-01 12:14:06 -07:00
Alexander PiskunandGitHub 5f109fe6a0 added 12s-20s as available output durations for the LTXV API nodes (#10570) 2025-11-01 12:13:39 -07:00
comfyanonymousandGitHub c58c13b2ba Fix torch compile regression on fp8 ops. (#10580) 2025-11-01 00:25:17 -04:00
comfyanonymousandGitHub 7f374e42c8 ScaleROPE now works on Lumina models. (#10578) 2025-10-31 15:41:40 -04:00
comfyanonymousandGitHub 27d1bd8829 Fix rope scaling. (#10560) 2025-10-30 22:51:58 -04:00
comfyanonymousandGitHub 614cf9805e Add a ScaleROPE node. Currently only works on WAN models. (#10559) 2025-10-30 22:11:38 -04:00
rattusandGitHub 513b0c46fb Add RAM Pressure cache mode (#10454)
* execution: Roll the UI cache into the outputs

Currently the UI cache is parallel to the output cache with
expectations of being a content superset of the output cache.
At the same time the UI and output cache are maintained completely
seperately, making it awkward to free the output cache content without
changing the behaviour of the UI cache.

There are two actual users (getters) of the UI cache. The first is
the case of a direct content hit on the output cache when executing a
node. This case is very naturally handled by merging the UI and outputs
cache.

The second case is the history JSON generation at the end of the prompt.
This currently works by asking the cache for all_node_ids and then
pulling the cache contents for those nodes. all_node_ids is the nodes
of the dynamic prompt.

So fold the UI cache into the output cache. The current UI cache setter
now writes to a prompt-scope dict. When the output cache is set, just
get this value from the dict and tuple up with the outputs.

When generating the history, simply iterate prompt-scope dict.

This prepares support for more complex caching strategies (like RAM
pressure caching) where less than 1 workflow will be cached and it
will be desirable to keep the UI cache and output cache in sync.

* sd: Implement RAM getter for VAE

* model_patcher: Implement RAM getter for ModelPatcher

* sd: Implement RAM getter for CLIP

* Implement RAM Pressure cache

Implement a cache sensitive to RAM pressure. When RAM headroom drops
down below a certain threshold, evict RAM-expensive nodes from the
cache.

Models and tensors are measured directly for RAM usage. An OOM score
is then computed based on the RAM usage of the node.

Note the due to indirection through shared objects (like a model
patcher), multiple nodes can account the same RAM as their individual
usage. The intent is this will free chains of nodes particularly
model loaders and associate loras as they all score similar and are
sorted in close to each other.

Has a bias towards unloading model nodes mid flow while being able
to keep results like text encodings and VAE.

* execution: Convert the cache entry to NamedTuple

As commented in review.

Convert this to a named tuple and abstract away the tuple type
completely from graph.py.
2025-10-30 17:39:02 -04:00
Alexander PiskunandGitHub dfac94695b fix img2img operation in Dall2 node (#10552) 2025-10-30 10:22:35 -07:00
Alexander PiskunandGitHub 163b629c70 use new API client in Pixverse and Ideogram nodes (#10543) 2025-10-29 23:49:03 -07:00
Jedrzej KosinskiandGitHub 998bf60beb Add units/info for the numbers displayed on 'load completely' and 'load partially' log messages (#10538) 2025-10-29 19:37:06 -04:00
comfyanonymousandGitHub 906c089957 Fix small performance regression with fp8 fast and scaled fp8. (#10537) 2025-10-29 19:29:01 -04:00
comfyanonymousandGitHub 25de7b1bfa Try to fix slow load issue on low ram hardware with pinned mem. (#10536) 2025-10-29 17:20:27 -04:00
rattusandGitHub ab7ab5be23 Fix Race condition in --async-offload that can cause corruption (#10501)
* mm: factor out the current stream getter

Make this a reusable function.

* ops: sync the offload stream with the consumption of w&b

This sync is nessacary as pytorch will queue cuda async frees on the
same stream as created to tensor. In the case of async offload, this
will be on the offload stream.

Weights and biases can go out of scope in python which then
triggers the pytorch garbage collector to queue the free operation on
the offload stream possible before the compute stream has used the
weight. This causes a use after free on weight data leading to total
corruption of some workflows.

So sync the offload stream with the compute stream after the weight
has been used so the free has to wait for the weight to be used.

The cast_bias_weight is extended in a backwards compatible way with
the new behaviour opt-in on a defaulted parameter. This handles
custom node packs calling cast_bias_weight and defeatures
async-offload for them (as they do not handle the race).

The pattern is now:

cast_bias_weight(... , offloadable=True) #This might be offloaded
thing(weight, bias, ...)
uncast_bias_weight(...)

* controlnet: adopt new cast_bias_weight synchronization scheme

This is nessacary for safe async weight offloading.

* mm: sync the last stream in the queue, not the next

Currently this peeks ahead to sync the next stream in the queue of
streams with the compute stream. This doesnt allow a lot of
parallelization, as then end result is you can only get one weight load
ahead regardless of how many streams you have.

Rotate the loop logic here to synchronize the end of the queue before
returning the next stream. This allows weights to be loaded ahead of the
compute streams position.
2025-10-29 17:17:46 -04:00
comfyanonymousandGitHub ec4fc2a09a Fix case of weights not being unpinned. (#10533) 2025-10-29 15:48:06 -04:00
comfyanonymousandGitHub 1a58087ac2 Reduce memory usage for fp8 scaled op. (#10531) 2025-10-29 15:43:51 -04:00
Alexander PiskunandGitHub 6c14f3afac use new API client in Luma and Minimax nodes (#10528) 2025-10-29 11:14:56 -07:00
comfyanonymousandGitHub e525673f72 Fix issue. (#10527) 2025-10-29 00:37:00 -04:00
comfyanonymousandGitHub 3fa7a5c04a Speed up offloading using pinned memory. (#10526)
To enable this feature use: --fast pinned_memory
2025-10-29 00:21:01 -04:00
Alexander PiskunandGitHub 210f7a1ba5 convert nodes_recraft.py to V3 schema (#10507) 2025-10-28 14:38:05 -07:00
rattusandGitHub d202c2ba74 execution: Allow a subgraph nodes to execute multiple times (#10499)
In the case of --cache-none lazy and subgraph execution can cause
anything to be run multiple times per workflow. If that rerun nodes is
in itself a subgraph generator, this will crash for two reasons.

pending_subgraph_results[] does not cleanup entries after their use.
So when a pending_subgraph_result is consumed, remove it from the list
so that if the corresponding node is fully re-executed this misses
lookup and it fall through to execute the node as it should.

Secondly, theres is an explicit enforcement against dups in the
addition of subgraphs nodes as ephemerals to the dymprompt. Remove this
enforcement as the use case is now valid.
2025-10-28 16:22:08 -04:00
contentisandGitHub 8817f8fc14 Mixed Precision Quantization System (#10498)
* Implement mixed precision operations with a registry design and metadate for quant spec in checkpoint.

* Updated design using Tensor Subclasses

* Fix FP8 MM

* An actually functional POC

* Remove CK reference and ensure correct compute dtype

* Update unit tests

* ruff lint

* Implement mixed precision operations with a registry design and metadate for quant spec in checkpoint.

* Updated design using Tensor Subclasses

* Fix FP8 MM

* An actually functional POC

* Remove CK reference and ensure correct compute dtype

* Update unit tests

* ruff lint

* Fix missing keys

* Rename quant dtype parameter

* Rename quant dtype parameter

* Fix unittests for CPU build
2025-10-28 16:20:53 -04:00
comfyanonymousandGitHub 22e40d2ace Tell users to update their nvidia drivers if portable doesn't start. (#10518) 2025-10-28 15:08:08 -04:00
comfyanonymousandGitHub 3bea4efc6b Tell users to update nvidia drivers if problem with portable. (#10510) 2025-10-28 04:45:45 -04:00
comfyanonymousandGitHub 8cf2ba4ba6 Remove comfy api key from queue api. (#10502) 2025-10-28 03:23:52 -04:00
comfyanonymousandGitHub b61a40cbc9 Bump stable portable to cu130 python 3.13.9 (#10508) 2025-10-28 03:21:45 -04:00
comfyanonymous f2bb3230b7 ComfyUI version v0.3.67 2025-10-28 03:03:59 -04:00
Jedrzej KosinskiandGitHub 614b8d3345 frontend bump to 1.28.8 (#10506) 2025-10-28 03:01:13 -04:00
ComfyUI WikiandGitHub 6abc30aae9 Update template to 0.2.4 (#10505) 2025-10-28 01:56:30 -04:00
Alexander PiskunandGitHub 55bad30375 feat(api-nodes): add LTXV API nodes (#10496) 2025-10-27 22:25:29 -07:00
ComfyUI WikiandGitHub c305deed56 Update template to 0.2.3 (#10503) 2025-10-27 22:24:16 -07:00
comfyanonymousandGitHub 601ee1775a Add a bat to run comfyui portable without api nodes. (#10504) 2025-10-27 23:54:00 -04:00
comfyanonymousandGitHub c170fd2db5 Bump portable deps workflow to torch cu130 python 3.13.9 (#10493) 2025-10-26 20:23:01 -04:00
Alexander PiskunandGitHub 9d529e5308 fix(api-nodes): random issues on Windows by capturing general OSError for retries (#10486) 2025-10-25 23:51:06 -07:00
comfyanonymousandGitHub f6bbc1ac84 Fix mistake. (#10484) 2025-10-25 23:07:29 -04:00
comfyanonymousandGitHub 098a352f13 Add warning for torch-directml usage (#10482)
Added a warning message about the state of torch-directml.
2025-10-25 20:05:22 -04:00
Alexander PiskunandGitHub e86b79ab9e convert Gemini API nodes to V3 schema (#10476) 2025-10-25 14:35:30 -07:00
comfyanonymousandGitHub 426cde37f1 Remove useless function (#10472) 2025-10-24 19:56:51 -04:00
Alexander PiskunandGitHub dd5af0c587 convert Tripo API nodes to V3 schema (#10469) 2025-10-24 15:48:34 -07:00
Alexander PiskunandGitHub 388b306a2b feat(api-nodes): network client v2: async ops, cancellation, downloads, refactor (#10390)
* feat(api-nodes): implement new API client for V3 nodes

* feat(api-nodes): implement new API client for V3 nodes

* feat(api-nodes): implement new API client for V3 nodes

* converted WAN nodes to use new client; polishing

* fix(auth): do not leak authentification for the absolute urls

* convert BFL API nodes to use new API client; remove deprecated BFL nodes

* converted Google Veo nodes

* fix(Veo3.1 model): take into account "generate_audio" parameter
2025-10-23 22:37:16 -07:00
ComfyUI WikiandGitHub 24188b3141 Update template to 0.2.2 (#10461)
Fix template typo issue
2025-10-24 01:36:30 -04:00
comfyanonymousandGitHub 1bcda6df98 WIP way to support multi multi dimensional latents. (#10456) 2025-10-23 21:21:14 -04:00
comfyanonymousandGitHub a1864c01f2 Small readme improvement. (#10442) 2025-10-22 17:26:22 -04:00
rattusandGitHub 4739d7717f execution: fold in dependency aware caching / Fix --cache-none with loops/lazy etc (Resubmit) (#10440)
* execution: fold in dependency aware caching

This makes --cache-none compatiable with lazy and expanded
subgraphs.

Currently the --cache-none option is powered by the
DependencyAwareCache. The cache attempts to maintain a parallel
copy of the execution list data structure, however it is only
setup once at the start of execution and does not get meaninigful
updates to the execution list.

This causes multiple problems when --cache-none is used with lazy
and expanded subgraphs as the DAC does not accurately update its
copy of the execution data structure.

DAC has an attempt to handle subgraphs ensure_subcache however
this does not accurately connect to nodes outside the subgraph.
The current semantics of DAC are to free a node ASAP after the
dependent nodes are executed.

This means that if a subgraph refs such a node it will be requed
and re-executed by the execution_list but DAC wont see it in
its to-free lists anymore and leak memory.

Rather than try and cover all the cases where the execution list
changes from inside the cache, move the while problem to the
executor which maintains an always up-to-date copy of the wanted
data-structure.

The executor now has a fast-moving run-local cache of its own.
Each _to node has its own mini cache, and the cache is unconditionally
primed at the time of add_strong_link.

add_strong_link is called for all of static workflows, lazy links
and expanded subgraphs so its the singular source of truth for
output dependendencies.

In the case of a cache-hit, the executor cache will hold the non-none
value (it will respect updates if they happen somehow as well).

In the case of a cache-miss, the executor caches a None and will
wait for a notification to update the value when the node completes.

When a node completes execution, it simply releases its mini-cache
and in turn its strong refs on its direct anscestor outputs, allowing
for ASAP freeing (same as the DependencyAwareCache but a little more
automatic).

This now allows for re-implementation of --cache-none with no cache
at all. The dependency aware cache was also observing the dependency
sematics for the objects and UI cache which is not accurate (this
entire logic was always outputs specific).

This also prepares for more complex caching strategies (such as RAM
pressure based caching), where a cache can implement any freeing
strategy completely independently of the DepedancyAwareness
requirement.

* main: re-implement --cache-none as no cache at all

The execution list now tracks the dependency aware caching more
correctly that the DependancyAwareCache.

Change it to a cache that does nothing.

* test_execution: add --cache-none to the test suite

--cache-none is now expected to work universally. Run it through the
full unit test suite. Propagate the server parameterization for whether
or not the server is capabale of caching, so that the minority of tests
that specifically check for cache hits can if else. Hard assert NOT
caching in the else to give some coverage of --cache-none expected
behaviour to not acutally cache.
2025-10-22 15:49:05 -04:00
Jedrzej KosinskiandGitHub f13cff0be6 Add custom node published subgraphs endpoint (#10438)
* Add get_subgraphs_dir to ComfyExtension and PUBLISHED_SUBGRAPH_DIRS to nodes.py

* Created initial endpoints, although the returned paths are a bit off currently

* Fix path and actually return real data

* Sanitize returned /api/global_subgraphs entries

* Remove leftover function from early prototyping

* Remove added whitespace

* Add None check for sanitize_entry
2025-10-21 23:16:16 -04:00
comfyanonymousandGitHub 9cdc64998f Only disable cudnn on newer AMD GPUs. (#10437) 2025-10-21 19:15:23 -04:00
comfyanonymous 560b1bdfca ComfyUI version v0.3.66 2025-10-21 01:12:32 -04:00
comfyanonymousandGitHub b7992f871a Revert "execution: fold in dependency aware caching / Fix --cache-none with l…" (#10422)
This reverts commit b1467da480.
2025-10-20 19:03:06 -04:00
comfyanonymousandGitHub 2c2aa409b0 Log message for cudnn disable on AMD. (#10418) 2025-10-20 15:43:24 -04:00
ComfyUI WikiandGitHub a4787ac83b Update template to 0.2.1 (#10413)
* Update template to 0.1.97

* Update template to 0.2.1
2025-10-20 15:28:36 -04:00
Christian ByrneandGitHub b5c59b763c Deprecation warning on unused files (#10387)
* only warn for unused files

* include internal extensions
2025-10-19 13:05:46 -07:00
comfyanonymousandGitHub b4f30bd408 Pytorch is stupid. (#10398) 2025-10-19 01:25:35 -04:00
comfyanonymousandGitHub dad076aee6 Speed up chroma radiance. (#10395) 2025-10-18 23:19:52 -04:00
comfyanonymousandGitHub 0cf33953a7 Fix batch size above 1 giving bad output in chroma radiance. (#10394) 2025-10-18 23:15:34 -04:00
comfyanonymousandGitHub 5b80addafd Turn off cuda malloc by default when --fast autotune is turned on. (#10393) 2025-10-18 22:35:46 -04:00
comfyanonymousandGitHub 9da397ea2f Disable torch compiler for cast_bias_weight function (#10384)
* Disable torch compiler for cast_bias_weight function

* Fix torch compile.
2025-10-17 20:03:28 -04:00
comfyanonymousandGitHub 92d97380bd Update Python 3.14 installation instructions (#10385)
Removed mention of installing pytorch nightly for Python 3.14.
2025-10-17 18:22:59 -04:00
Alexander PiskunandGitHub 99ce2a1f66 convert nodes_controlnet.py to V3 schema (#10202) 2025-10-17 14:13:05 -07:00
rattus128andGitHub b1467da480 execution: fold in dependency aware caching / Fix --cache-none with loops/lazy etc (#10368)
* execution: fold in dependency aware caching

This makes --cache-none compatiable with lazy and expanded
subgraphs.

Currently the --cache-none option is powered by the
DependencyAwareCache. The cache attempts to maintain a parallel
copy of the execution list data structure, however it is only
setup once at the start of execution and does not get meaninigful
updates to the execution list.

This causes multiple problems when --cache-none is used with lazy
and expanded subgraphs as the DAC does not accurately update its
copy of the execution data structure.

DAC has an attempt to handle subgraphs ensure_subcache however
this does not accurately connect to nodes outside the subgraph.
The current semantics of DAC are to free a node ASAP after the
dependent nodes are executed.

This means that if a subgraph refs such a node it will be requed
and re-executed by the execution_list but DAC wont see it in
its to-free lists anymore and leak memory.

Rather than try and cover all the cases where the execution list
changes from inside the cache, move the while problem to the
executor which maintains an always up-to-date copy of the wanted
data-structure.

The executor now has a fast-moving run-local cache of its own.
Each _to node has its own mini cache, and the cache is unconditionally
primed at the time of add_strong_link.

add_strong_link is called for all of static workflows, lazy links
and expanded subgraphs so its the singular source of truth for
output dependendencies.

In the case of a cache-hit, the executor cache will hold the non-none
value (it will respect updates if they happen somehow as well).

In the case of a cache-miss, the executor caches a None and will
wait for a notification to update the value when the node completes.

When a node completes execution, it simply releases its mini-cache
and in turn its strong refs on its direct anscestor outputs, allowing
for ASAP freeing (same as the DependencyAwareCache but a little more
automatic).

This now allows for re-implementation of --cache-none with no cache
at all. The dependency aware cache was also observing the dependency
sematics for the objects and UI cache which is not accurate (this
entire logic was always outputs specific).

This also prepares for more complex caching strategies (such as RAM
pressure based caching), where a cache can implement any freeing
strategy completely independently of the DepedancyAwareness
requirement.

* main: re-implement --cache-none as no cache at all

The execution list now tracks the dependency aware caching more
correctly that the DependancyAwareCache.

Change it to a cache that does nothing.

* test_execution: add --cache-none to the test suite

--cache-none is now expected to work universally. Run it through the
full unit test suite. Propagate the server parameterization for whether
or not the server is capabale of caching, so that the minority of tests
that specifically check for cache hits can if else. Hard assert NOT
caching in the else to give some coverage of --cache-none expected
behaviour to not acutally cache.
2025-10-17 13:55:15 -07:00
Jedrzej KosinskiandGitHub d8d60b5609 Do batch_slice in EasyCache's apply_cache_diff (#10376) 2025-10-17 00:39:37 -04:00
comfyanonymousandGitHub b1293d50ef workaround also works on cudnn 91200 (#10375) 2025-10-16 19:59:56 -04:00
comfyanonymousandGitHub 19b466160c Workaround for nvidia issue where VAE uses 3x more memory on torch 2.9 (#10373) 2025-10-16 18:16:03 -04:00
Alexander PiskunandGitHub bc0ad9bb49 fix(api-nodes): remove "veo2" model from Veo3 node (#10372) 2025-10-16 10:12:50 -07:00
Rizumu AyakaandGitHub 4054b4bf38 feat: deprecated API alert (#10366) 2025-10-16 01:13:31 -07:00
Arjan SinghandGitHub 55ac7d333c Bump frontend to 1.28.7 (#10364) 2025-10-15 20:30:39 -07:00
FaychandGitHub afa8a24fe1 refactor: Replace manual patches merging with merge_nested_dicts (#10360) 2025-10-15 17:16:09 -07:00
Jedrzej KosinskiandGitHub 493b81e48f Fix order of inputs nested merge_nested_dicts (#10362) 2025-10-15 16:47:26 -07:00
comfyanonymousandGitHub 6b035bfce2 Latest pytorch stable is cu130 (#10361) 2025-10-15 18:48:12 -04:00
Alexander PiskunandGitHub 74b7f0b04b feat(api-nodes): add Veo3.1 model (#10357) 2025-10-15 15:41:45 -07:00
chaObservandGitHub f72c6616b2 Add TemporalScoreRescaling node (#10351)
* Add TemporalScoreRescaling node

* Mention image generation in tsr_k's tooltip
2025-10-15 18:12:25 -04:00
comfyanonymousandGitHub 1c10b33f9b gfx942 doesn't support fp8 operations. (#10348) 2025-10-15 00:21:11 -04:00
Arjan SinghandGitHub ddfce1af4f Bump frontend to 1.28.6 (#10345) 2025-10-14 21:08:23 -04:00
Alexander PiskunandGitHub 7a883849ea api-nodes: fixed dynamic pricing format; import comfy_io directly (#10336) 2025-10-13 23:55:56 -07:00
comfyanonymousandGitHub 84867067ea Python 3.14 instructions. (#10337) 2025-10-14 02:09:12 -04:00
comfyanonymousandGitHub 3374e900d0 Faster workflow cancelling. (#10301) 2025-10-13 23:43:53 -04:00
comfyanonymous 51696e3fdc ComfyUI version 0.3.65 2025-10-13 23:39:55 -04:00
comfyanonymousandGitHub dfff7e5332 Better memory estimation for the SD/Flux VAE on AMD. (#10334) 2025-10-13 22:37:19 -04:00
comfyanonymousandGitHub e4ea393666 Fix loading old stable diffusion ckpt files on newer numpy. (#10333) 2025-10-13 22:18:58 -04:00
comfyanonymousandGitHub c8674bc6e9 Enable RDNA4 pytorch attention on ROCm 7.0 and up. (#10332) 2025-10-13 21:19:03 -04:00
Alexander PiskunandGitHub 3dfdcf66b6 convert nodes_hunyuan.py to V3 schema (#10136) 2025-10-13 12:36:26 -07:00
rattus128andGitHub 95ca2e56c8 WAN2.2: Fix cache VRAM leak on error (#10308)
Same change pattern as 7e8dd275c2
applied to WAN2.2

If this suffers an exception (such as a VRAM oom) it will leave the
encode() and decode() methods which skips the cleanup of the WAN
feature cache. The comfy node cache then ultimately keeps a reference
this object which is in turn reffing large tensors from the failed
execution.

The feature cache is currently setup at a class variable on the
encoder/decoder however, the encode and decode functions always clear
it on both entry and exit of normal execution.

Its likely the design intent is this is usable as a streaming encoder
where the input comes in batches, however the functions as they are
today don't support that.

So simplify by bringing the cache back to local variable, so that if
it does VRAM OOM the cache itself is properly garbage when the
encode()/decode() functions dissappear from the stack.
2025-10-13 15:23:11 -04:00
Daniel HarteandGitHub 27ffd12c45 add indent=4 kwarg to json.dumps() (#10307) 2025-10-13 12:14:52 -07:00
comfyanonymousandGitHub e693e4db6a Always set diffusion model to eval() mode. (#10331) 2025-10-13 14:57:27 -04:00
comfyanonymousandGitHub d68ece7301 Update the extra_model_paths.yaml.example (#10319) 2025-10-12 23:54:41 -04:00
Christian ByrneandGitHub 894837de9a update extra models paths example (#10316) 2025-10-12 23:35:33 -04:00
ComfyUI WikiandGitHub fdc92863b6 Update node docs to 0.3.0 (#10318) 2025-10-12 23:32:02 -04:00
comfyanonymousandGitHub a125cd84b0 Improve AMD performance. (#10302)
I honestly have no idea why this improves things but it does.
2025-10-12 00:28:01 -04:00
comfyanonymousandGitHub 84e9ce32c6 Implement the mmaudio VAE. (#10300) 2025-10-11 22:57:23 -04:00
ComfyUI WikiandGitHub f43b8ab2a2 Update template to 0.1.95 (#10294) 2025-10-11 10:27:22 -07:00
Alexander PiskunandGitHub 14d642acd6 feat(api-nodes): add price extractor feature; small fixes to Kling & Pika nodes (#10284) 2025-10-10 16:21:40 -07:00
Alexander PiskunandGitHub aa895db7e8 feat(GeminiImage-ApiNode): add aspect_ratio and release version of model (#10255) 2025-10-10 16:17:20 -07:00
comfyanonymousandGitHub cdfc25a160 Fix save audio nodes saving mono audio as stereo. (#10289) 2025-10-10 17:33:51 -04:00
Alexander PiskunandGitHub 81e4dac107 convert nodes_upscale_model.py to V3 schema (#10149) 2025-10-09 16:08:40 -07:00
Alexander PiskunandGitHub 90853fb9cd convert nodes_flux to V3 schema (#10122) 2025-10-09 16:07:17 -07:00
comfyanonymousandGitHub f1dd6e50f8 Fix bug with applying loras on fp8 scaled without fp8 ops. (#10279) 2025-10-09 19:02:40 -04:00
Alexander PiskunandGitHub fc0fbf141c convert nodes_sd3.py and nodes_slg.py to V3 schema (#10162) 2025-10-09 15:18:23 -07:00
Alexander PiskunandGitHub f3d5d328a3 fix(v3,api-nodes): V3 schema typing; corrected Pika API nodes (#10265) 2025-10-09 15:15:03 -07:00
comfyanonymousandGitHub 139addd53c More surgical fix for #10267 (#10276) 2025-10-09 16:37:35 -04:00
Alexander PiskunandGitHub cbee7d3390 convert nodes_latent.py to V3 schema (#10160) 2025-10-08 23:14:00 -07:00
Alexander PiskunandGitHub 6732014a0a convert nodes_compositing.py to V3 schema (#10174) 2025-10-08 23:13:15 -07:00
Alexander PiskunandGitHub 989f715d92 convert nodes_lora_extract.py to V3 schema (#10182) 2025-10-08 23:11:45 -07:00
Alexander PiskunandGitHub 2ba8d7cce8 convert nodes_model_downscale.py to V3 schema (#10199) 2025-10-08 23:10:23 -07:00
Alexander PiskunandGitHub 51fb505ffa feat(api-nodes, pylint): use lazy formatting in logging functions (#10248) 2025-10-08 23:06:56 -07:00
72c2071972 Mvly/node update (#10042)
* updated V2V node to allow for control image input
exposing steps in v2v
fixing guidance_scale as input parameter

TODO: allow for motion_intensity as input param.

* refactor: comment out unsupported resolution and adjust default values in video nodes

* set control_after_generate

* adding new defaults

* fixes

* changed control_after_generate back to True

* changed control_after_generate back to False

---------

Co-authored-by: thorsten <thorsten@tripod-digital.co.nz>
2025-10-08 20:30:41 -04:00
comfyanonymousandGitHub 6e59934089 Refactor model sampling sigmas code. (#10250) 2025-10-08 17:49:02 -04:00
Alexander PiskunandGitHub 3e0eb8d33f feat(V3-io): allow Enum classes for Combo options (#10237) 2025-10-08 00:14:04 -07:00
comfyanonymous 637221995f ComfyUI version 0.3.64 2025-10-08 00:53:43 -04:00
ComfyUI WikiandGitHub 51697d50dc update template to 0.1.94 (#10253) 2025-10-07 19:48:51 -07:00
filteredandGitHub 19f595b788 Bump frontend to 1.27.10 (#10252) 2025-10-07 17:54:00 -07:00
comfyanonymousandGitHub 8a15568f10 Temp fix for LTXV custom nodes. (#10251) 2025-10-07 19:55:23 -04:00
Alexander PiskunandGitHub 9e984c48bc feat(api-nodes): add Sora2 API node (#10249) 2025-10-07 14:11:37 -07:00
Alexander PiskunandGitHub fc34c3d112 fix(ReCraft-API-node): allow custom multipart parser to return FormData (#10244) 2025-10-07 13:15:32 -07:00
comfyanonymousandGitHub 8aea746212 Implement gemma 3 as a text encoder. (#10241)
Not useful yet.
2025-10-06 22:08:08 -04:00
Alexander PiskunandGitHub 8c19910427 convert nodes_kling.py to V3 schema (#10236) 2025-10-06 16:26:52 -07:00
Alexander PiskunandGitHub e77e0a8f8f convert nodes_pika.py to V3 schema (#10216) 2025-10-06 16:20:26 -07:00
Alexander PiskunandGitHub a49007a7b0 fix(api-nodes): allow negative_prompt PixVerse to be multiline (#10196) 2025-10-06 16:13:43 -07:00
Alexander PiskunandGitHub 6ae3515801 fix(api-nodes): enable more pylint rules (#10213) 2025-10-06 16:05:57 -07:00
comfyanonymous 6bd3f8eb9f ComfyUI version 0.3.63 2025-10-06 14:49:04 -04:00
ComfyUI WikiandGitHub 7326e46dee Update template to 0.1.93 (#10235)
* Update template to 0.1.92

* Update template to 0.1.93
2025-10-06 10:57:00 -07:00
comfyanonymousandGitHub 195e0b0639 Remove useless code. (#10223) 2025-10-05 15:41:19 -04:00
Alexander PiskunandGitHub 187f43696d fix(api-nodes): disable "std" mode for Kling2.5-turbo (#10212) 2025-10-04 23:34:18 -07:00
comfyanonymousandGitHub caf07331ff Remove soundfile dependency. No more torchaudio load or save. (#10210) 2025-10-04 22:05:05 -04:00
Alexander PiskunandGitHub b1fa1922df convert nodes_stable3d.py to V3 schema (#10204) 2025-10-04 12:33:48 -07:00
Alexander PiskunandGitHub 2ed74f7ac7 convert nodes_rodin.py to V3 schema (#10195) 2025-10-04 12:29:09 -07:00
Alexander PiskunandGitHub 22f99fb97e fix(api-nodes): enable 2 more pylint rules, removed non needed code (#10192) 2025-10-04 12:22:57 -07:00
comfyanonymousandGitHub bbd683098e Add instructions to install nightly AMD pytorch for windows. (#10190)
* Add instructions to install nightly AMD pytorch for windows.

* Update README.md
2025-10-03 23:37:43 -04:00
comfyanonymousandGitHub 08726b64fe Update amd nightly command in readme. (#10189) 2025-10-03 18:22:43 -04:00
Finn-HeckerandGitHub 93d859cfaa Fix type annotation syntax in MotionEncoder_tc __init__ (#10186)
## Summary
Fixed incorrect type hint syntax in `MotionEncoder_tc.__init__()` parameter list.

## Changes
- Line 647: Changed `num_heads=int` to `num_heads: int` 
- This corrects the parameter annotation from a default value assignment to proper type hint syntax

## Details
The parameter was using assignment syntax (`=`) instead of type annotation syntax (`:`), which would incorrectly set the default value to the `int` class itself rather than annotating the expected type.
2025-10-03 14:32:19 -07:00
Alexander PiskunandGitHub 4614ee09ca convert nodes_edit_model.py to V3 schema (#10147) 2025-10-03 13:24:42 -07:00
Alexander PiskunandGitHub 5c8e986e27 convert nodes_tomesd.py to V3 schema (#10180) 2025-10-03 11:50:38 -07:00
Alexander PiskunandGitHub 8c26d7bbe6 convert nodes_pixverse.py to V3 schema (#10177) 2025-10-03 11:48:21 -07:00
Alexander PiskunandGitHub d7aa414141 convert nodes_eps.py to V3 schema (#10172) 2025-10-03 11:45:02 -07:00
Alexander PiskunandGitHub 3e68bc342c convert nodes_torch_compile.py to V3 schema (#10173) 2025-10-03 11:43:54 -07:00
Alexander PiskunandGitHub c2c5a7d5f8 fix(api-nodes): bad indentation in Recraft API node function (#10175) 2025-10-03 11:41:06 -07:00
Alexander PiskunandGitHub 8a293372ec fix(api-nodes): reimport of base64 in Gemini node (#10181) 2025-10-03 11:40:27 -07:00
Alexander PiskunandGitHub ed3ca78e08 feat(api-nodes): add kling-2-5-turbo to txt2video and img2video nodes (#10155) 2025-10-03 11:26:34 -07:00
Alexander PiskunandGitHub 4ffea0e864 feat(linter, api-nodes): add pylint for comfy_api_nodes folder (#10157) 2025-10-02 19:14:28 -04:00
Alexander PiskunandGitHub 1395bce9f7 update example_node to use V3 schema (#9723) 2025-10-02 15:20:29 -07:00
comfyanonymousandGitHub e9364ee279 Turn on TORCH_ROCM_AOTRITON_ENABLE_EXPERIMENTAL by default. (#10168) 2025-10-02 17:57:15 -04:00
Alexander PiskunandGitHub f6e3e9a456 fix(api-nodes): made logging path to be smaller (#10156) 2025-10-02 14:50:31 -07:00
Alexander PiskunandGitHub 8f4ee9984c convert nodes_morphology.py to V3 schema (#10159) 2025-10-02 13:53:00 -07:00
comfyanonymousandGitHub 0e9d1724be Add a .bat to the AMD portable to disable smart memory. (#10153) 2025-10-02 00:33:05 -04:00
rattus128andGitHub 4965c0e2ac WAN: Fix cache VRAM leak on error (#10141)
If this suffers an exception (such as a VRAM oom) it will leave the
encode() and decode() methods which skips the cleanup of the WAN
feature cache. The comfy node cache then ultimately keeps a reference
this object which is in turn reffing large tensors from the failed
execution.

The feature cache is currently setup at a class variable on the
encoder/decoder however, the encode and decode functions always clear
it on both entry and exit of normal execution.

Its likely the design intent is this is usable as a streaming encoder
where the input comes in batches, however the functions as they are
today don't support that.

So simplify by bringing the cache back to local variable, so that if
it does VRAM OOM the cache itself is properly garbage when the
encode()/decode() functions dissappear from the stack.
2025-10-01 18:42:16 -04:00
rattus128andGitHub 911331c06c sd: fix VAE tiled fallback VRAM leak (#10139)
When the VAE catches this VRAM OOM, it launches the fallback logic
straight from the exception context.

Python however refs the entire call stack that caused the exception
including any local variables for the sake of exception report and
debugging. In the case of tensors, this can hold on the references
to GBs of VRAM and inhibit the VRAM allocated from freeing them.

So dump the except context completely before going back to the VAE
via the tiler by getting out of the except block with nothing but
a flag.

The greately increases the reliability of the tiler fallback,
especially on low VRAM cards, as with the bug, if the leak randomly
leaked more than the headroom needed for a single tile, the tiler
would fallback would OOM and fail the flow.
2025-10-01 18:40:28 -04:00
KoratahiuandGitHub bb32d4ec31 feat: Add Epsilon Scaling node for exposure bias correction (#10132) 2025-10-01 17:59:07 -04:00
comfyanonymousandGitHub a6f83a4a1a Support the new hunyuan vae. (#10150) 2025-10-01 17:19:13 -04:00
Alexander PiskunandGitHub e4f99b479a convert nodes_ip2p.pt to V3 schema (#10097) 2025-10-01 12:20:30 -07:00
Alexander PiskunandGitHub d9c0a4053d convert nodes_lt.py to V3 schema (#10084) 2025-10-01 12:19:56 -07:00
Alexander PiskunandGitHub 11bab7be76 convert nodes_pag.py to V3 schema (#10080) 2025-10-01 12:18:49 -07:00
Alexander PiskunandGitHub 3af1881455 convert nodes_optimalsteps.py to V3 schema (#10074) 2025-10-01 12:18:04 -07:00
Alexander PiskunandGitHub e0210ce0a7 convert nodes_differential_diffusion.py to V3 schema (#10056) 2025-10-01 12:17:33 -07:00
Alexander PiskunandGitHub 7eb7160db4 convert nodes_gits.py to V3 schema (#9949) 2025-10-01 12:16:59 -07:00
Alexander PiskunandGitHub 638097829d convert nodes_audio_encoder.py to V3 schema (#10123) 2025-09-30 23:00:22 -07:00
AustinMrozandGitHub c4a8cf60ab Bump frontend to 1.27.7 (#10133) 2025-09-30 22:12:32 -07:00
comfyanonymous bab8ba20bf ComfyUI version 0.3.62. 2025-09-30 15:12:07 -04:00
Alexander PiskunandGitHub b682a73c55 enable Seedance Pro model in the FirstLastFrame node (#10120) 2025-09-30 10:43:41 -07:00
Alexander PiskunandGitHub 631b9ae861 fix(Rodin3D-Gen2): missing "task_uuid" parameter (#10128) 2025-09-30 10:21:47 -07:00
comfyanonymousandGitHub f48d7230de Add new portable links to readme. (#10112) 2025-09-30 12:17:49 -04:00
comfyanonymousandGitHub 6e079abc3a Workflow permission fix. (#10110) 2025-09-29 23:11:37 -04:00
comfyanonymous 977a4ed8c5 ComfyUI version 0.3.61 2025-09-29 23:04:42 -04:00
comfyanonymousandGitHub 414a178fb6 Add basic readme for AMD portable. (#10109) 2025-09-29 23:03:02 -04:00
comfyanonymousandGitHub 447884b657 Make stable release workflow callable. (#10108) 2025-09-29 20:37:51 -04:00
comfyanonymousandGitHub bed4b49d08 Add action to do the full stable release. (#10107) 2025-09-29 20:31:15 -04:00
comfyanonymousandGitHub 342cf644ce Add a way to have different names for stable nvidia portables. (#10106) 2025-09-29 20:05:44 -04:00
comfyanonymousandGitHub 3758848423 Different base files for nvidia and amd portables. (#10105) 2025-09-29 19:54:37 -04:00
comfyanonymousandGitHub 0db6aabed3 Different base files for different release. (#10104) 2025-09-29 19:54:05 -04:00
comfyanonymousandGitHub 1673ace19b Make the final release test optional in the stable release action. (#10103) 2025-09-29 19:08:42 -04:00
comfyanonymousandGitHub 7f38e4c538 Add action to create cached deps with manually specified torch. (#10102) 2025-09-29 17:27:52 -04:00
Alexander PiskunandGitHub 8accf50908 convert nodes_mahiro.py to V3 schema (#10070) 2025-09-29 12:35:51 -07:00
Christian ByrneandGitHub ed0f4a609b dont cache new locale entry points (#10101) 2025-09-29 12:16:02 -07:00
Alexander PiskunandGitHub 041b8824f5 convert nodes_perpneg.py to V3 schema (#10081) 2025-09-29 12:05:28 -07:00
Alexander PiskunandGitHub b1111c2062 convert nodes_mochi.py to V3 schema (#10069) 2025-09-29 12:03:35 -07:00
Alexander PiskunandGitHub 05a258efd8 add WanImageToImageApi node (#10094) 2025-09-29 12:01:04 -07:00
ComfyUI WikiandGitHub c8276f8c6b Update template to 0.1.91 (#10096) 2025-09-29 11:59:42 -07:00
ChangrzandGitHub 6ec1cfe101 [Rodin3d api nodes] Updated the name of the save file path (changed from timestamp to UUID). (#10011)
* Update savepath name from time to uuid

* delete lib
2025-09-29 11:59:12 -07:00
comfyanonymousandGitHub b60dc31627 Update command to install latest nighly pytorch. (#10085) 2025-09-28 13:41:32 -04:00
comfyanonymousandGitHub 555f902fc1 Fix stable workflow creating multiple draft releases. (#10067) 2025-09-27 22:43:25 -04:00
1364548c72 feat: ComfyUI can be run on the specified Ascend NPU (#9663)
* feature: Set the Ascend NPU to use a single one

* Enable the `--cuda-device` parameter to support both CUDA and Ascend NPUs simultaneously.

* Make the code just set the ASCENT_RT_VISIBLE_DEVICES environment variable without any other edits to master branch

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2025-09-27 22:36:02 -04:00
Alexander PiskunandGitHub 2dadb34860 convert nodes_hypertile.py to V3 schema (#10061) 2025-09-27 19:16:22 -07:00
Alexander PiskunandGitHub 1cf86f5ae5 convert nodes_lumina2.py to V3 schema (#10058) 2025-09-27 19:12:51 -07:00
Alexander PiskunandGitHub a1127b232d convert nodes_lotus.py to V3 schema (#10057) 2025-09-27 19:11:36 -07:00
comfyanonymousandGitHub 896f2e653c Fix typo in release workflow. (#10066) 2025-09-27 21:30:35 -04:00
comfyanonymousandGitHub 40ae495ddc Improvements to the stable release workflow. (#10065) 2025-09-27 20:28:49 -04:00
rattus128andGitHub 653ceab414 Reduce Peak WAN inference VRAM usage - part II (#10062)
* flux: math: Use _addcmul to avoid expensive VRAM intermediate

The rope process can be the VRAM peak and this intermediate
for the addition result before releasing the original can OOM.
addcmul_ it.

* wan: Delete the self attention before cross attention

This saves VRAM when the cross attention and FFN are in play as the
VRAM peak.
2025-09-27 18:14:16 -04:00
Alexander PiskunandGitHub 160698eb41 convert nodes_qwen.py to V3 schema (#10049) 2025-09-27 12:25:35 -07:00
Alexander PiskunandGitHub 7eca95657c convert nodes_photomaker.py to V3 schema (#10017) 2025-09-27 02:36:43 -07:00
Alexander PiskunandGitHub ad5aef2d0c convert nodes_pixart.py to V3 schema (#10019) 2025-09-27 02:34:32 -07:00
Alexander PiskunandGitHub bcfd80dd79 convert nodes_luma.py to V3 schema (#10030) 2025-09-27 02:28:11 -07:00
Alexander PiskunandGitHub 6b4b671ce7 convert nodes_bfl.py to V3 schema (#10033) 2025-09-27 02:27:01 -07:00
Alexander PiskunandGitHub a9cf1cd249 convert nodes_hidream.py to V3 schema (#9946) 2025-09-26 23:13:05 -07:00
Christian ByrneandGitHub 255572188f Add workflow templates version tracking to system_stats (#9089)
Adds installed and required workflow templates version information to the
/system_stats endpoint, allowing the frontend to detect and notify users
when their templates package is outdated.

- Add get_installed_templates_version() and get_required_templates_version()
  methods to FrontendManager
- Include templates version info in system_stats response
- Add comprehensive unit tests for the new functionality
2025-09-26 21:29:13 -07:00
ComfyUI WikiandGitHub 0572029fee Update template to 0.1.88 (#10046) 2025-09-26 21:18:16 -07:00
Jedrzej KosinskiandGitHub 196954ab8c Add 'input_cond' and 'input_uncond' to the args dictionary passed into sampler_cfg_function (#10044) 2025-09-26 19:55:03 -07:00
comfyanonymousandGitHub 1e098d6132 Don't add template to qwen2.5vl when template is in prompt. (#10043)
Make the hunyuan image refiner template_end 36.
2025-09-26 18:34:17 -04:00
Alexander PiskunandGitHub cd66d72b46 convert CLIPTextEncodeSDXL nodes to V3 schema (#9716) 2025-09-26 14:15:44 -07:00
Alexander PiskunandGitHub 2103e39335 convert nodes_post_processing to V3 schema (#9491) 2025-09-26 14:14:42 -07:00
Alexander PiskunandGitHub d20576e6a3 convert nodes_sag.py to V3 schema (#9940) 2025-09-26 14:13:52 -07:00
Alexander PiskunandGitHub a061b06321 convert nodes_tcfg.py to V3 schema (#9942) 2025-09-26 14:13:05 -07:00
Alexander PiskunandGitHub 80718908a9 convert nodes_sdupscale.py to V3 schema (#9943) 2025-09-26 14:12:38 -07:00
Alexander PiskunandGitHub 7ea173c187 convert nodes_fresca.py to V3 schema (#9951) 2025-09-26 14:12:04 -07:00
Alexander PiskunandGitHub 76eb1d72c3 convert nodes_rebatch.py to V3 schema (#9945) 2025-09-26 14:10:49 -07:00
Yoland YanandGitHub c4a46e943c Add @kosinkadink as code owner (#10041)
Updated CODEOWNERS to include @kosinkadink as a code owner.
2025-09-26 17:08:16 -04:00
comfyanonymousandGitHub 2b7f9a8196 Fix the failing unit test. (#10037) 2025-09-26 14:12:43 -04:00
comfyanonymousandGitHub ce4cb2389c Make LatentCompositeMasked work with basic video latents. (#10023) 2025-09-25 17:20:13 -04:00
Guy NivandGitHub c8d2117f02 Fix memory leak by properly detaching model finalizer (#9979)
When unloading models in load_models_gpu(), the model finalizer was not
being explicitly detached, leading to a memory leak. This caused
linear memory consumption increase over time as models are repeatedly
loaded and unloaded.

This change prevents orphaned finalizer references from accumulating in
memory during model switching operations.
2025-09-24 22:35:12 -04:00
comfyanonymousandGitHub fccab99ec0 Fix issue with .view() in HuMo. (#10014) 2025-09-24 20:09:42 -04:00
Jukka SeppänenandGitHub fd79d32f38 Add new audio nodes (#9908)
* Add new audio nodes

- TrimAudioDuration
- SplitAudioChannels
- AudioConcat
- AudioMerge
- AudioAdjustVolume

* Update nodes_audio.py

* Add EmptyAudio -node

* Change duration to Float (allows sub seconds)
2025-09-24 18:59:29 -04:00
ChangrzandGitHub 341b4adefd Rodin3D - add [Rodin3D Gen-2 generate] api-node (#9994)
* update Rodin api node

* update rodin3d gen2 api node

* fix images limited bug
2025-09-24 14:05:37 -04:00
comfyanonymous b8730510db ComfyUI version 0.3.60 2025-09-23 11:50:33 -04:00
Alexander PiskunandGitHub e808790799 feat(api-nodes): add wan t2i, t2v, i2v nodes (#9996) 2025-09-23 11:36:47 -04:00
ComfyUI WikiandGitHub 145b0e4f79 update template to 0.1.86 (#9998)
* update template to 0.1.84

* update template to 0.1.85

* Update template to 0.1.86
2025-09-23 11:22:35 -04:00
comfyanonymousandGitHub 707b2638ec Fix bug with WanAnimateToVideo. (#9990) 2025-09-22 17:34:33 -04:00
comfyanonymousandGitHub 8a5ac527e6 Fix bug with WanAnimateToVideo node. (#9988) 2025-09-22 17:26:58 -04:00
Christian ByrneandGitHub e3206351b0 add offset param (#9977) 2025-09-22 17:12:32 -04:00
comfyanonymousandGitHub 1fee8827cb Support for qwen edit plus model. Use the new TextEncodeQwenImageEditPlus. (#9986) 2025-09-22 16:49:48 -04:00
comfyanonymousandGitHub 27bc181c49 Set some wan nodes as no longer experimental. (#9976) 2025-09-21 19:48:31 -04:00
comfyanonymousandGitHub d1d9eb94b1 Lower wan memory estimation value a bit. (#9964)
Previous pr reduced the peak memory requirement.
2025-09-20 22:09:35 -04:00
Kohaku-BlueleafandGitHub 7be2b49b6b Fix LoRA Trainer bugs with FP8 models. (#9854)
* Fix adapter weight init

* Fix fp8 model training

* Avoid inference tensor
2025-09-20 21:24:48 -04:00
9ed3c5cc09 [Reviving #5709] Add strength input to Differential Diffusion (#9957)
* Update nodes_differential_diffusion.py

* Update nodes_differential_diffusion.py

* Make strength optional to avoid validation errors when loading old workflows, adjust step

---------

Co-authored-by: ThereforeGames <eric@sparknight.io>
2025-09-20 21:10:39 -04:00
comfyanonymousandGitHub 66241cef31 Add inputs for character replacement to the WanAnimateToVideo node. (#9960) 2025-09-20 02:24:10 -04:00
comfyanonymousandGitHub e8df53b764 Update WanAnimateToVideo to more easily extend videos. (#9959) 2025-09-19 18:48:56 -04:00
Alexander PiskunandGitHub 852704c81a fix(seedream4): add flag to ignore error on partial success (#9952) 2025-09-19 16:04:51 -04:00
Alexander PiskunandGitHub 9fdf8c25ab api_nodes: reduce default timeout from 7 days to 2 hours (#9918) 2025-09-19 16:02:43 -04:00
comfyanonymousandGitHub dc95b6acc0 Basic WIP support for the wan animate model. (#9939) 2025-09-19 03:07:17 -04:00
Christian ByrneandGitHub 711bcf33ee Bump frontend to 1.26.13 (#9933) 2025-09-19 03:03:30 -04:00
comfyanonymousandGitHub 24b0fce099 Do padding of audio embed in model for humo for more flexibility. (#9935) 2025-09-18 19:54:16 -04:00
Jodh SinghandGitHub 1ea8c54064 make kernel of same type as image to avoid mismatch issues (#9932) 2025-09-18 19:51:16 -04:00
DELUXAandGitHub 8d6653fca6 Enable fp8 ops by default on gfx1200 (#9926) 2025-09-18 19:50:37 -04:00
comfyanonymousandGitHub dd611a7700 Support the HuMo 17B model. (#9912) 2025-09-17 18:39:24 -04:00
comfyanonymousandGitHub 9288c78fc5 Support the HuMo model. (#9903) 2025-09-17 00:12:48 -04:00
rattus128andGitHub e42682b24e Reduce Peak WAN inference VRAM usage (#9898)
* flux: Do the xq and xk ropes one at a time

This was doing independendent interleaved tensor math on the q and k
tensors, leading to the holding of more than the minimum intermediates
in VRAM. On a bad day, it would VRAM OOM on xk intermediates.

Do everything q and then everything k, so torch can garbage collect
all of qs intermediates before k allocates its intermediates.

This reduces peak VRAM usage for some WAN2.2 inferences (at least).

* wan: Optimize qkv intermediates on attention

As commented. The former logic computed independent pieces of QKV in
parallel which help more inference intermediates in VRAM spiking
VRAM usage. Fully roping Q and garbage collecting the intermediates
before touching K reduces the peak inference VRAM usage.
2025-09-16 19:21:14 -04:00
comfyanonymousandGitHub a39ac59c3e Add encoder part of whisper large v3 as an audio encoder model. (#9894)
Not useful yet but some models use it.
2025-09-16 01:19:50 -04:00
bleppingandGitHub 1a85483da1 Fix depending on asserts to raise an exception in BatchedBrownianTree and Flash attn module (#9884)
Correctly handle the case where w0 is passed by kwargs in BatchedBrownianTree
2025-09-15 20:05:03 -04:00
comfyanonymousandGitHub 47a9cde5d3 Support the omnigen2 umo lora. (#9886) 2025-09-15 18:10:55 -04:00
comfyanonymousandGitHub 4f1f26ac6c Add that hunyuan image is supported to readme. (#9857) 2025-09-14 04:05:38 -04:00
Jedrzej KosinskiandGitHub f228367c5e Make ModuleNotFoundError ImportError instead (#9850) 2025-09-13 21:34:21 -04:00
comfyanonymousandGitHub 80b7c9455b Changes to the previous radiance commit. (#9851) 2025-09-13 18:03:34 -04:00
bleppingandGitHub c1297f4eb3 Add support for Chroma Radiance (#9682)
* Initial Chroma Radiance support

* Minor Chroma Radiance cleanups

* Update Radiance nodes to ensure latents/images are on the intermediate device

* Fix Chroma Radiance memory estimation.

* Increase Chroma Radiance memory usage factor

* Increase Chroma Radiance memory usage factor once again

* Ensure images are multiples of 16 for Chroma Radiance
Add batch dimension and fix channels when necessary in ChromaRadianceImageToLatent node

* Tile Chroma Radiance NeRF to reduce memory consumption, update memory usage factor

* Update Radiance to support conv nerf final head type.

* Allow setting NeRF embedder dtype for Radiance
Bump Radiance nerf tile size to 32
Support EasyCache/LazyCache on Radiance (maybe)

* Add ChromaRadianceStubVAE node

* Crop Radiance image inputs to multiples of 16 instead of erroring to be in line with existing VAE behavior

* Convert Chroma Radiance nodes to V3 schema.

* Add ChromaRadianceOptions node and backend support.
Cleanups/refactoring to reduce code duplication with Chroma.

* Fix overriding the NeRF embedder dtype for Chroma Radiance

* Minor Chroma Radiance cleanups

* Move Chroma Radiance to its own directory in ldm
Minor code cleanups and tooltip improvements

* Fix Chroma Radiance embedder dtype overriding

* Remove Radiance dynamic nerf_embedder dtype override feature

* Unbork Radiance NeRF embedder init

* Remove Chroma Radiance image conversion and stub VAE nodes
Add a chroma_radiance option to the VAELoader builtin node which uses comfy.sd.PixelspaceConversionVAE
Add a PixelspaceConversionVAE to comfy.sd for converting BHWC 0..1 <-> BCHW -1..1
2025-09-13 17:58:43 -04:00
Kimbing NgandGitHub e5e70636e7 Remove single quote pattern to avoid wrong matches (#9842) 2025-09-13 16:59:19 -04:00
comfyanonymousandGitHub 29bf807b0e Cleanup. (#9838) 2025-09-12 21:57:04 -04:00
Jukka SeppänenandGitHub 2559dee492 Support wav2vec base models (#9637)
* Support wav2vec base models

* trim trailing whitespace

* Do interpolation after
2025-09-12 21:52:58 -04:00
comfyanonymousandGitHub a3b04de700 Hunyuan refiner vae now works with tiled. (#9836) 2025-09-12 19:46:46 -04:00
Jedrzej KosinskiandGitHub d7f40442f9 Enable Runtime Selection of Attention Functions (#9639)
* Looking into a @wrap_attn decorator to look for 'optimized_attention_override' entry in transformer_options

* Created logging code for this branch so that it can be used to track down all the code paths where transformer_options would need to be added

* Fix memory usage issue with inspect

* Made WAN attention receive transformer_options, test node added to wan to test out attention override later

* Added **kwargs to all attention functions so transformer_options could potentially be passed through

* Make sure wrap_attn doesn't make itself recurse infinitely, attempt to load SageAttention and FlashAttention if not enabled so that they can be marked as available or not, create registry for available attention

* Turn off attention logging for now, make AttentionOverrideTestNode have a dropdown with available attention (this is a test node only)

* Make flux work with optimized_attention_override

* Add logs to verify optimized_attention_override is passed all the way into attention function

* Make Qwen work with optimized_attention_override

* Made hidream work with optimized_attention_override

* Made wan patches_replace work with optimized_attention_override

* Made SD3 work with optimized_attention_override

* Made HunyuanVideo work with optimized_attention_override

* Made Mochi work with optimized_attention_override

* Made LTX work with optimized_attention_override

* Made StableAudio work with optimized_attention_override

* Made optimized_attention_override work with ACE Step

* Made Hunyuan3D work with optimized_attention_override

* Make CosmosPredict2 work with optimized_attention_override

* Made CosmosVideo work with optimized_attention_override

* Made Omnigen 2 work with optimized_attention_override

* Made StableCascade work with optimized_attention_override

* Made AuraFlow work with optimized_attention_override

* Made Lumina work with optimized_attention_override

* Made Chroma work with optimized_attention_override

* Made SVD work with optimized_attention_override

* Fix WanI2VCrossAttention so that it expects to receive transformer_options

* Fixed Wan2.1 Fun Camera transformer_options passthrough

* Fixed WAN 2.1 VACE transformer_options passthrough

* Add optimized to get_attention_function

* Disable attention logs for now

* Remove attention logging code

* Remove _register_core_attention_functions, as we wouldn't want someone to call that, just in case

* Satisfy ruff

* Remove AttentionOverrideTest node, that's something to cook up for later
2025-09-12 18:07:38 -04:00
comfyanonymousandGitHub b149e2e1e3 Better way of doing the generator for the hunyuan image noise aug. (#9834) 2025-09-12 17:53:15 -04:00
Alexander PiskunandGitHub 581bae2af3 convert Moonvalley API nodes to the V3 schema (#9698) 2025-09-12 17:41:26 -04:00
Alexander PiskunandGitHub af99928f22 convert Canny node to V3 schema (#9743) 2025-09-12 17:40:34 -04:00
Alexander PiskunandGitHub 53c9c7d39a convert CFG nodes to V3 schema (#9717) 2025-09-12 17:39:55 -04:00
Alexander PiskunandGitHub ba68e83f1c convert nodes_cond.py to V3 schema (#9719) 2025-09-12 17:39:30 -04:00
Alexander PiskunandGitHub dcb8834983 convert Cosmos nodes to V3 schema (#9721) 2025-09-12 17:38:46 -04:00
Alexander PiskunandGitHub f9d2e4b742 convert WanCameraEmbedding node to V3 schema (#9714) 2025-09-12 17:38:12 -04:00
Alexander PiskunandGitHub 45bc1f5c00 convert Minimax API nodes to the V3 schema (#9693) 2025-09-12 17:37:31 -04:00
Alexander PiskunandGitHub 0aa074a420 add kling-v2-1 model to the KlingStartEndFrame node (#9630) 2025-09-12 17:29:03 -04:00
comfyanonymousandGitHub 7757d5a657 Set default hunyuan refiner shift to 4.0 (#9833) 2025-09-12 16:40:12 -04:00
comfyanonymousandGitHub e600520f8a Fix hunyuan refiner blownout colors at noise aug less than 0.25 (#9832) 2025-09-12 16:35:34 -04:00
comfyanonymousandGitHub fd2b820ec2 Add noise augmentation to hunyuan image refiner. (#9831)
This was missing and should help with colors being blown out.
2025-09-12 16:03:08 -04:00
Benjamin LuandGitHub d6b977b2e6 Bump frontend to 1.26.11 (#9809) 2025-09-12 00:46:01 -04:00
Jedrzej KosinskiandGitHub 15ec9ea958 Add Output to V3 Combo type to match what is possible with V1 (#9813) 2025-09-12 00:44:20 -04:00
comfyanonymousandGitHub 33bd9ed9cb Implement hunyuan image refiner model. (#9817) 2025-09-12 00:43:20 -04:00
comfyanonymousandGitHub 18de0b2830 Fast preview for hunyuan image. (#9814) 2025-09-11 19:33:02 -04:00
ComfyUI WikiandGitHub df6850fae8 Update template to 0.1.81 (#9811) 2025-09-11 14:59:26 -04:00
comfyanonymousandGitHub e01e99d075 Support hunyuan image distilled model. (#9807) 2025-09-10 23:17:34 -04:00
comfyanonymous 72212fef66 ComfyUI version 0.3.59 2025-09-10 17:25:41 -04:00
ComfyUI WikiandGitHub df34f1549a Update template to 0.1.78 (#9806)
* Update template to 0.1.77

* Update template to 0.1.78
2025-09-10 14:16:41 -07:00
Alexander PiskunandGitHub 9b0553809c add new ByteDanceSeedream (4.0) node (#9802) 2025-09-10 14:13:18 -07:00
comfyanonymous 8d7c930246 ComfyUI version v0.3.58 2025-09-10 10:51:02 -04:00
Alexander PiskunandGitHub de44b95db6 add StabilityAudio API nodes (#9749) 2025-09-10 05:06:47 -04:00
comfyanonymousandGitHub 543888d3d8 Fix lowvram issue with hunyuan image vae. (#9794) 2025-09-10 02:15:34 -04:00
ComfyUI WikiandGitHub 70fc0425b3 Update template to 0.1.76 (#9793) 2025-09-10 02:09:16 -04:00
comfyanonymousandGitHub 85e34643f8 Support hunyuan image 2.1 regular model. (#9792) 2025-09-10 02:05:07 -04:00
comfyanonymousandGitHub 5c33872e2f Fix issue on old torch. (#9791) 2025-09-10 00:23:47 -04:00
Jedrzej KosinskiandGitHub 206595f854 Change validate_inputs' output typehint to 'bool | str' and update docstrings (#9786) 2025-09-09 21:33:36 -04:00
comfyanonymousandGitHub b288fb0db8 Small refactor of some vae code. (#9787) 2025-09-09 18:09:56 -04:00
Alexander PiskunandGitHub f73b176abd add ByteDance video API nodes (#9712) 2025-09-09 14:40:29 -04:00
comfyanonymousandGitHub 103a12cb66 Support qwen inpaint controlnet. (#9772) 2025-09-08 17:30:26 -04:00
contentisandGitHub 97652d26b8 Add explicit casting in apply_rope for Qwen VL (#9759) 2025-09-08 15:08:18 -04:00
Jedrzej KosinskiandGitHub bd1d9bcd5f Add ZeroDivisionError catch for EasyCache logging statement (#9768) 2025-09-08 15:07:04 -04:00
comfyanonymousandGitHub fb763d4333 Fix amd_min_version crash when cpu device. (#9754) 2025-09-07 21:16:29 -04:00
comfyanonymousandGitHub bcbd7884e3 Don't enable pytorch attention on AMD if triton isn't available. (#9747) 2025-09-07 00:29:38 -04:00
comfyanonymousandGitHub 27a0fcccc3 Enable bf16 VAE on RDNA4. (#9746) 2025-09-06 23:25:22 -04:00
comfyanonymousandGitHub ea6cdd2631 Print all fast options in --help (#9737) 2025-09-06 01:05:05 -04:00
comfyanonymousandGitHub 2ee7879a0b Fix lowvram issues with hunyuan3d 2.1 (#9735) 2025-09-05 14:57:35 -04:00
Arjan SinghandGitHub 3493b9cb1f fix: add cache headers for images (#9560) 2025-09-05 14:32:25 -04:00
comfyanonymousandGitHub c9ebe70072 Some changes to the previous hunyuan PR. (#9725) 2025-09-04 20:39:02 -04:00
Yousef R. GamaleldinandGitHub 261421e218 Add Hunyuan 3D 2.1 Support (#8714) 2025-09-04 20:36:20 -04:00
guillandGitHub a9f1bb10a5 Fix progress update crossover between users (#9706)
* Fix showing progress from other sessions

Because `client_id` was missing from ths `progress_state` message, it
was being sent to all connected sessions. This technically meant that if
someone had a graph with the same nodes, they would see the progress
updates for others.

Also added a test to prevent reoccurance and moved the tests around to
make CI easier to hook up.

* Fix CI issues related to timing-sensitive tests
2025-09-04 19:13:28 -04:00
comfyanonymous b0338e930b ComfyUI 0.3.57 2025-09-04 02:15:57 -04:00
ComfyUI WikiandGitHub b71f9bcb71 Update template to 0.1.75 (#9711) 2025-09-04 02:14:02 -04:00
comfyanonymousandGitHub 72855db715 Fix potential rope issue. (#9710) 2025-09-03 22:20:13 -04:00
Alexander PiskunandGitHub f48d05a2d1 convert AlignYourStepsScheduler node to V3 schema (#9226) 2025-09-03 21:21:38 -04:00
comfyanonymousandGitHub 4368d8f87f Update comment in api example. (#9708) 2025-09-03 18:43:29 -04:00
Alexander PiskunandGitHub 22da0a83e9 [V3] convert Runway API nodes to the V3 schema (#9487)
* convert RunAway API nodes to the V3 schema

* fixed small typo

* fix: add tooltip for "seed" input
2025-09-03 16:18:27 -04:00
Alexander PiskunandGitHub 50333f1715 api nodes(Ideogram): add Ideogram Character (#9616)
* api nodes(Ideogram): add Ideogram Character

* rename renderingSpeed default value from 'balanced' to 'default'
2025-09-03 16:17:37 -04:00
Alexander PiskunandGitHub 26d5b86da8 feat(api-nodes): add ByteDance Image nodes (#9477) 2025-09-03 16:17:07 -04:00
ComfyUI WikiandGitHub 4f5812b937 Update template to 0.1.73 (#9686) 2025-09-02 20:06:41 -04:00
comfyanonymousandGitHub 1bcb469089 ImageScaleToMaxDimension node. (#9689) 2025-09-02 20:05:57 -04:00
Deep RoyandGitHub 464ba1d614 Accept prompt_id in interrupt handler (#9607)
* Accept prompt_id in interrupt handler

* remove a log
2025-09-02 19:41:10 -04:00
comfyanonymousandGitHub e3018c2a5a uso -> uxo/uno as requested. (#9688) 2025-09-02 16:12:07 -04:00
comfyanonymousandGitHub 3412d53b1d USO style reference. (#9677)
Load the projector.safetensors file with the ModelPatchLoader node and use
the siglip_vision_patch14_384.safetensors "clip vision" model and the
USOStyleReferenceNode.
2025-09-02 15:36:22 -04:00
contentisandGitHub e2d1e5dad9 Enable Convolution AutoTuning (#9301) 2025-09-01 20:33:50 -04:00
comfyanonymousandGitHub 27e067ce50 Implement the USO subject identity lora. (#9674)
Use the lora with FluxContextMultiReferenceLatentMethod node set to "uso"
and a ReferenceLatent node with the reference image.
2025-09-01 18:54:02 -04:00
comfyanonymousandGitHub 9b15155972 Probably not necessary anymore. (#9646) 2025-08-31 01:32:10 -04:00
chaObservandGitHub 32a627bf1f SEEDS: update noise decomposition and refactor (#9633)
- Update the decomposition to reflect interval dependency
- Extract phi computations into functions
- Use torch.lerp for interpolation
2025-08-31 00:01:45 -04:00
Alexander PiskunandGitHub fe442fac2e convert Primitive nodes to V3 schema (#9372) 2025-08-30 23:21:58 -04:00
Alexander PiskunandGitHub d2c502e629 convert nodes_stability.py to V3 schema (#9497) 2025-08-30 23:20:17 -04:00
Alexander PiskunandGitHub fea9ea8268 convert Video nodes to V3 schema (#9489) 2025-08-30 23:19:54 -04:00
Alexander PiskunandGitHub f949094b3c convert Stable Cascade nodes to V3 schema (#9373) 2025-08-30 23:19:21 -04:00
comfyanonymous 4449e14769 ComfyUI version 0.3.56 2025-08-30 06:31:19 -04:00
comfyanonymousandGitHub 885015eecf Lower ram usage on windows. (#9628) 2025-08-29 23:06:04 -04:00
comfyanonymous a86aaa4301 ComfyUI v0.3.55 2025-08-29 06:03:41 -04:00
ComfyUI WikiandGitHub 2efb2cbc38 Update template to 0.1.70 (#9620) 2025-08-29 06:03:25 -04:00
comfyanonymousandGitHub 15aa9222c4 Trim audio to video when saving video. (#9617) 2025-08-29 04:12:00 -04:00
comfyanonymousandGitHub c7bb3e2bce Support the 5B fun inpaint model. (#9614)
Use the WanFunInpaintToVideo node without the clip_vision_output.
2025-08-28 22:46:57 -04:00
comfyanonymousandGitHub e80a14ad50 Support wan2.2 5B fun control model. (#9611)
Use the Wan22FunControlToVideo node.
2025-08-28 22:13:07 -04:00
comfyanonymousandGitHub d28b39d93d Add a LatentCut node to cut latents. (#9609) 2025-08-28 19:38:28 -04:00
comfyanonymousandGitHub 1c184c29eb Fix issue with s2v node when extending past audio length. (#9608) 2025-08-28 18:34:01 -04:00
comfyanonymousandGitHub edde0b5043 WanSoundImageToVideoExtend node to manually extend s2v video. (#9606) 2025-08-28 17:59:48 -04:00
comfyanonymous 0063610177 ComfyUI version 0.3.54 2025-08-28 10:44:57 -04:00
comfyanonymousandGitHub ce0052c087 Fix diffsynth controlnet regression. (#9597) 2025-08-28 10:37:42 -04:00
comfyanonymous 0eb821a7b6 ComfyUI 0.3.53 2025-08-27 23:09:06 -04:00
comfyanonymousandGitHub 4aa79dbf2c Adjust flux mem usage factor a bit. (#9588) 2025-08-27 23:08:17 -04:00
comfyanonymousandGitHub 38f697d953 Add a LatentConcat node. (#9587) 2025-08-27 22:28:10 -04:00
Gangin ParkandGitHub 3aad339b63 Add DPM++ 2M SDE Heun (RES) sampler (#9542) 2025-08-27 19:07:31 -04:00
comfyanonymousandGitHub 491755325c Better s2v memory estimation. (#9584) 2025-08-27 19:02:42 -04:00
comfyanonymousandGitHub 496888fd68 Improve s2v performance when generating videos longer than 120 frames. (#9582) 2025-08-27 16:06:40 -04:00
comfyanonymousandGitHub b5ac6ed7ce Fixes to make controlnet type models work on qwen edit and kontext. (#9581) 2025-08-27 15:26:28 -04:00
Kohaku-BlueleafandGitHub b20ba1f27c Fix #9537 (#9576) 2025-08-27 12:45:02 -04:00
comfyanonymousandGitHub 31a37686d0 Negative audio in s2v should be zeros. (#9578) 2025-08-27 12:44:29 -04:00
comfyanonymousandGitHub 88aee596a3 WIP Wan 2.2 S2V model. (#9568) 2025-08-27 01:10:34 -04:00
ComfyUI WikiandGitHub 6a193ac557 Update template to 0.1.68 (#9569)
* Update template to 0.1.67

* Update template to 0.1.68
2025-08-27 00:10:20 -04:00
Jedrzej KosinskiandGitHub 47f4db3e84 Adding Google Gemini Image API node (#9566)
* bigcat88's progress on adding Google Gemini Image node

* Made Google Gemini Image node functional

* Bump frontend version to get static pricing badge on Gemini Image node
2025-08-26 22:20:44 -04:00
ComfyUI WikiandGitHub 5352abc6d3 Update template to 0.1.66 (#9557) 2025-08-26 13:33:54 -04:00
comfyanonymousandGitHub 39aa06bd5d Make AudioEncoderOutput usable in v3 node schema. (#9554) 2025-08-26 12:50:46 -04:00
comfyanonymousandGitHub 914c2a2973 Implement wav2vec2 as an audio encoder model. (#9549)
This is useless on its own but there are multiple models that use it.
2025-08-25 23:26:47 -04:00
comfyanonymousandGitHub e633a47ad1 Add models/audio_encoders directory. (#9548) 2025-08-25 20:13:54 -04:00
comfyanonymousandGitHub f6b93d41a0 Remove models from readme that are not fully implemented. (#9535)
Cosmos model implementations are currently missing the safety part so it is technically not fully implemented and should not be advertised as such.
2025-08-24 15:40:32 -04:00
bleppingandGitHub 95ac7794b7 Fix EasyCache/LazyCache crash when tensor shape/dtype/device changes during sampling (#9528)
* Fix EasyCache/LazyCache crash when tensor shape/dtype/device changes during sampling

* Fix missing LazyCache check_metadata method
Ensure LazyCache reset method resets all the tensor state values
2025-08-24 15:29:49 -04:00
comfyanonymous 71ed4a399e ComfyUI version 0.3.52 2025-08-23 18:57:09 -04:00
Christian ByrneandGitHub 3e316c6338 Update frontend to v1.25.10 and revert navigation mode override (#9522)
- Update comfyui-frontend-package from 1.25.9 to 1.25.10
- Revert forced legacy navigation mode from PR #9518
- Frontend v1.25.10 includes proper navigation mode fixes and improved display text
2025-08-23 17:54:01 -04:00
comfyanonymousandGitHub 8be0d22ab7 Don't use the annoying new navigation mode by default. (#9518) 2025-08-23 13:56:17 -04:00
comfyanonymousandGitHub 59eddda900 Python 3.13 is well supported. (#9511) 2025-08-23 01:36:44 -04:00
comfyanonymousandGitHub 41048c69b4 Fix Conditioning masks on 3d latents. (#9506) 2025-08-22 23:15:44 -04:00
Jedrzej KosinskiandGitHub fc247150fe Implement EasyCache and Invent LazyCache (#9496)
* Attempting a universal implementation of EasyCache, starting with flux as test; I screwed up the math a bit, but when I set it just right it works.

* Fixed math to make threshold work as expected, refactored code to use EasyCacheHolder instead of a dict wrapped by object

* Use sigmas from transformer_options instead of timesteps to be compatible with a greater amount of models, make end_percent work

* Make log statement when not skipping useful, preparing for per-cond caching

* Added DIFFUSION_MODEL wrapper around forward function for wan model

* Add subsampling for heuristic inputs

* Add subsampling to output_prev (output_prev_subsampled now)

* Properly consider conds in EasyCache logic

* Created SuperEasyCache to test what happens if caching and reuse is moved outside the scope of conds, added PREDICT_NOISE wrapper to facilitate this test

* Change max reuse_threshold to 3.0

* Mark EasyCache/SuperEasyCache as experimental (beta)

* Make Lumina2 compatible with EasyCache

* Add EasyCache support for Qwen Image

* Fix missing comma, curse you Cursor

* Add EasyCache support to AceStep

* Add EasyCache support to Chroma

* Added EasyCache support to Cosmos Predict t2i

* Make EasyCache not crash with Cosmos Predict ImagToVideo latents, but does not work well at all

* Add EasyCache support to hidream

* Added EasyCache support to hunyuan video

* Added EasyCache support to hunyuan3d

* Added EasyCache support to LTXV (not very good, but does not crash)

* Implemented EasyCache for aura_flow

* Renamed SuperEasyCache to LazyCache, hardcoded subsample_factor to 8 on nodes

* Eatra logging when verbose is true for EasyCache
2025-08-22 22:41:08 -04:00
contentisandGitHub fe31ad0276 Add elementwise fusions (#9495)
* Add elementwise fusions

* Add addcmul pattern to Qwen
2025-08-22 19:39:15 -04:00
ComfyUI WikiandGitHub ca4e96a8ae Update template to 0.1.65 (#9501) 2025-08-22 17:40:18 -04:00
Alexander PiskunandGitHub 050c67323c feat(api-nodes): add copy button to Gemini Chat node (#9440) 2025-08-22 10:51:14 -07:00
Alexander PiskunandGitHub 497d41fb50 feat(api-nodes): change "OpenAI Chat" display name to "OpenAI ChatGPT" (#9443) 2025-08-22 10:50:35 -07:00
comfyanonymousandGitHub ff57793659 Support InstantX Qwen controlnet. (#9488) 2025-08-22 00:53:11 -04:00
comfyanonymousandGitHub f7bd5e58dd Make it easier to implement future qwen controlnets. (#9485) 2025-08-21 23:18:04 -04:00
Alexander PiskunandGitHub 7ed73d12d1 [V3] convert Ideogram API nodes to the V3 schema (#9278)
* convert Ideogram API nodes to the V3 schema

* use auth_kwargs instead of auth_token/comfy_api_key
2025-08-21 22:06:51 -04:00
Alexander PiskunandGitHub eb39019daa [V3] convert Google Veo API node to the V3 schema (#9272)
* convert Google Veo API node to the V3 schema

* use own full io.Schema for Veo3VideoGenerationNode

* fixed typo

* use auth_kwargs instead of auth_token/comfy_api_key
2025-08-21 22:06:13 -04:00
Alexander PiskunandGitHub bab08f40d1 v3 nodes (part a) (#9149) 2025-08-21 22:05:36 -04:00
Alexander PiskunandGitHub bc49106837 convert String nodes to V3 schema (#9370) 2025-08-21 22:03:57 -04:00
comfyanonymousandGitHub 1b2de2642d Support diffsynth inpaint controlnet (model patch). (#9471) 2025-08-21 00:33:49 -04:00
comfyanonymousandGitHub 9fa1036f60 Forgot this. (#9470) 2025-08-20 23:09:35 -04:00
saurabh-pingaleandGitHub 0737b7e0d2 fix(userdata): catch invalid workflow filenames (#9434) (#9445) 2025-08-20 22:27:57 -04:00
comfyanonymousandGitHub 0963493a9c Support for Qwen Diffsynth Controlnets canny and depth. (#9465)
These are not real controlnets but actually a patch on the model so they
will be treated as such.

Put them in the models/model_patches/ folder.

Use the new ModelPatchLoader and QwenImageDiffsynthControlnet nodes.
2025-08-20 22:26:37 -04:00
comfyanonymousandGitHub e73a9dbe30 Add that qwen edit model is supported to readme. (#9463) 2025-08-20 17:34:13 -04:00
Harel CainandGitHub fe01885acf LTXV: fix key frame noise mask dimensions for when real noise mask exists (#9425) 2025-08-20 03:33:10 -04:00
comfyanonymous 7139d6d93f ComfyUI version 0.3.51 2025-08-20 03:15:30 -04:00
ComfyUI WikiandGitHub 2f52e8f05f Bump template to 0.1.62 (#9419)
* Bump template to 0.1.61

* Bump template to 0.1.62
2025-08-20 03:15:09 -04:00
comfyanonymousandGitHub 8d38ea3bbf Fix bf16 precision issue with qwen image embeddings. (#9441) 2025-08-20 02:58:54 -04:00
comfyanonymousandGitHub 5a8f502db5 Disable prompt weights for qwen. (#9438) 2025-08-20 01:08:11 -04:00
comfyanonymousandGitHub 7cd2c4bd6a Qwen rotary embeddings should now match reference code. (#9437) 2025-08-20 00:45:27 -04:00
comfyanonymousandGitHub dfa791eb4b Rope fix for qwen vl. (#9435) 2025-08-19 20:47:42 -04:00
comfyanonymousandGitHub bddd69618b Change the TextEncodeQwenImageEdit node to use logic closer to reference. (#9432) 2025-08-19 16:49:01 -04:00
Alexander PiskunandGitHub 54d8fdbed0 feat(api-nodes): add Vidu Video nodes (#9368) 2025-08-19 16:30:06 -04:00
Alexander PiskunandGitHub d844d8b13b api_nodes: added release version of google's models (#9304) 2025-08-19 16:29:24 -04:00
Alexander PiskunandGitHub 07a927517c api_nodes: add GPT-5 series models (#9325) 2025-08-19 16:29:01 -04:00
Alexander PiskunandGitHub f16a70ba67 api_nodes: add MinimaxHailuoVideoNode node (#9262) 2025-08-19 16:28:27 -04:00
Alexander PiskunandGitHub 36b5127fd3 api_nodes: add kling-v2-1 and v2-1-master (#9257) 2025-08-19 16:28:07 -04:00
comfyanonymousandGitHub 4977f203fa P2 of qwen edit model. (#9412)
* P2 of qwen edit model.

* Typo.

* Fix normal qwen.

* Fix.

* Make the TextEncodeQwenImageEdit also set the ref latent.

If you don't want it to set the ref latent and want to use the
ReferenceLatent node with your custom latent instead just disconnect the
VAE.
2025-08-18 22:38:34 -04:00
Alexander PiskunandGitHub bd2ab73976 fix(WAN-nodes): invalid nodeid for WanTrackToVideo (#9396) 2025-08-18 03:26:55 -04:00
Christian ByrneandGitHub da2efeaec6 Bump frontend to 1.25.9 (#9394) 2025-08-17 20:21:02 -07:00
Jedrzej KosinskiandGitHub 7f3b9b16c6 Make step index detection much more robust (#9392) 2025-08-17 18:54:07 -04:00
ComfyUI WikiandGitHub d4e353a94e Update template to 0.1.60 (#9377) 2025-08-17 17:38:40 -04:00
comfyanonymousandGitHub ed43784b0d WIP Qwen edit model: The diffusion model part. (#9383) 2025-08-17 16:45:39 -04:00
comfyanonymousandGitHub 0f2b8525bc Qwen image model refactor. (#9375) 2025-08-16 17:51:28 -04:00
Terry JiaandGitHub 20a84166d0 record audio node (#8716)
* record audio node

* sf
2025-08-16 02:07:12 -04:00
Christian ByrneandGitHub ed2e33c69a bump frontend version to 1.25.8 (#9361) 2025-08-15 23:32:58 -04:00
comfyanonymousandGitHub 1702e6df16 Implement wan2.2 camera model. (#9357)
Use the old WanCameraImageToVideo node.
2025-08-15 17:29:58 -04:00
comfyanonymousandGitHub c308a8840a Add FluxKontextMultiReferenceLatentMethod node. (#9356)
This node is only useful if someone trains the kontext model to properly
use multiple reference images via the index method.

The default is the offset method which feeds the multiple images like if
they were stitched together as one. This method works with the current
flux kontext model.
2025-08-15 15:50:39 -04:00
Alexander PiskunandGitHub 027c63f63a fix(OpenAIGPTImage1): set correct MIME type for multipart uploads to OpenAI edits (#9348) 2025-08-15 14:57:47 -04:00
comfyanonymousandGitHub e08ecfbd8a Add warning when using old pytorch. (#9347) 2025-08-15 00:22:26 -04:00
comfyanonymousandGitHub 4e5c230f6a Fix last commit not working on older pytorch. (#9346) 2025-08-14 23:44:02 -04:00
Xiangxi Guo (Ryan)andGitHub f0d5d0111f Avoid torch compile graphbreak for older pytorch versions (#9344)
Turns out torch.compile has some gaps in context manager decorator
syntax support. I've sent patches to fix that in PyTorch, but it won't
be available for all the folks running older versions of PyTorch, hence
this trivial patch.
2025-08-14 23:41:37 -04:00
comfyanonymousandGitHub ad19a069f6 Make SLG nodes work on Qwen Image model. (#9345) 2025-08-14 23:16:01 -04:00
Alexander PiskunandGitHub 5d65d6753b convert WAN nodes to V3 schema (#9201) 2025-08-14 21:48:41 -04:00
deebee4ff6 Update default parameters for Moonvalley video nodes (#9290)
* Update default parameters for Moonvalley video nodes

- Changed default negative prompts to a more extensive list for both BaseMoonvalleyVideoNode and MoonvalleyVideo2VideoNode.
- Updated default guidance scale values for both nodes to enhance prompt adherence.
- Set a fixed default seed value for consistency in video generation.

* no message

* ruff fix

---------

Co-authored-by: thorsten <thorsten@tripod-digital.co.nz>
2025-08-14 21:46:55 -04:00
Yoland YanandGitHub fa570cbf59 Update CODEOWNERS (#9343) 2025-08-14 19:44:22 -04:00
filteredandGitHub 644b23ac0b Make custom node testing checkbox optional in issue templates (#9342)
The checkbox for confirming custom node testing is now optional in both bug report and user support templates. This allows users to submit issues even if they haven't been able to test with custom nodes disabled, making the reporting process more accessible.
2025-08-14 17:36:53 -04:00
comfyanonymousandGitHub 72fd4d22b6 av is an essential dependency. (#9341) 2025-08-14 16:03:21 -04:00
Jedrzej KosinskiandGitHub e4f7ea105f Added context window support to core sampling code (#9238)
* Added initial support for basic context windows - in progress

* Add prepare_sampling wrapper for context window to more accurately estimate latent memory requirements, fixed merging wrappers/callbacks dicts in prepare_model_patcher

* Made context windows compatible with different dimensions; works for WAN, but results are bad

* Fix comfy.patcher_extension.merge_nested_dicts calls in prepare_model_patcher in sampler_helpers.py

* Considering adding some callbacks to context window code to allow extensions of behavior without the need to rewrite code

* Made dim slicing cleaner

* Add Wan Context WIndows node for testing

* Made context schedule and fuse method functions be stored on the handler instead of needing to be registered in core code to be found

* Moved some code around between node_context_windows.py and context_windows.py

* Change manual context window nodes names/ids

* Added callbacks to IndexListContexHandler

* Adjusted default values for context_length and context_overlap, made schema.inputs definition for WAN Context Windows less annoying

* Make get_resized_cond more robust for various dim sizes

* Fix typo

* Another small fix
2025-08-13 21:33:05 -04:00
Simon LuiandGitHub c991a5da65 Fix XPU iGPU regressions (#9322)
* Change bf16 check and switch non-blocking to off default with option to force to regain speed on certain classes of iGPUs and refactor xpu check.

* Turn non_blocking off by default for xpu.

* Update README.md for Intel GPUs.
2025-08-13 19:13:35 -04:00
comfyanonymousandGitHub 9df8792d4b Make last PR not crash comfy on old pytorch. (#9324) 2025-08-13 15:12:41 -04:00
contentisandGitHub 3da5a07510 SDPA backend priority (#9299) 2025-08-13 14:53:27 -04:00
comfyanonymousandGitHub afa0a45206 Reduce portable size again. (#9323)
* compress more

* test

* not needed
2025-08-13 14:42:08 -04:00
comfyanonymousandGitHub 615eb52049 Put back frontend version. (#9317) 2025-08-13 03:48:06 -04:00
comfyanonymous d5c1954d5c ComfyUI version 0.3.50 2025-08-13 03:46:38 -04:00
comfyanonymousandGitHub e400f26c8f Downgrade frontend for release. (#9316) 2025-08-13 03:44:54 -04:00
comfyanonymousandGitHub 5ca8e2fac3 Update release workflow to python3.13 pytorch cu129 (#9315)
* Try to reduce size of portable even more.

* Update stable release workflow to python 3.13 cu129

* Update dependencies workflow to python3.13 cu129
2025-08-13 03:01:12 -04:00
ComfyUI WikiandGitHub 3294782d19 Update template to 0.1.59 (#9313) 2025-08-13 02:50:50 -04:00
Jedrzej KosinskiandGitHub 898d88e10e Make torchaudio exception catching less specific (#9309) 2025-08-12 23:34:58 -04:00
comfyanonymousandGitHub 560d38f34c Wan2.2 fun control support. (#9292) 2025-08-12 23:26:33 -04:00
comfyanonymousandGitHub e1d4f36d8d Update test release package workflow with python 3.13 cu129. (#9306) 2025-08-12 20:13:04 -04:00
ComfyUI WikiandGitHub 1e3ae1eed8 Update template to 0.1.58 (#9302) 2025-08-12 17:14:27 -04:00
Alexander PiskunandGitHub f4231a80b1 fix(Kling Image API Node): do not pass "image_type" when no image (#9271)
* fix(Kling Image API Node): do not pass "image_type" when no image

* fix(Kling Image API Node): raise client-side error when kling_v1 is used with reference image
2025-08-11 17:15:14 -04:00
PsychoLogicAuandGitHub 2208aa616d Support SimpleTuner lycoris lora for Qwen-Image (#9280) 2025-08-11 16:56:16 -04:00
ComfyUI WikiandGitHub 629b173837 Update template & embedded docs (#9283)
* Update template & embedded docs

* Update embedded docs to 0.2.6
2025-08-11 16:52:12 -04:00
Alexander PiskunandGitHub fa340add55 remove creation of non-used asyncio_loop (#9284) 2025-08-11 16:48:17 -04:00
comfyanonymousandGitHub 966f3a5206 Only show feature flags log when verbose. (#9281) 2025-08-11 05:53:01 -04:00
comfyanonymousandGitHub 0552de7c7d Bump pytorch cuda and rocm versions in readme instructions. (#9273) 2025-08-10 05:03:47 -04:00
comfyanonymousandGitHub 5828607ccf Not sure if AMD actually support fp16 acc but it doesn't crash. (#9258) 2025-08-09 12:49:25 -04:00
comfyanonymousandGitHub 735bb4bdb1 Users report gfx1201 is buggy on flux with pytorch attention. (#9244) 2025-08-08 04:21:00 -04:00
Alexander PiskunandGitHub bf2a1b5b1e async API nodes (#9129)
* converted API nodes to async

* converted BFL API nodes to async

* fixed client bug; converted gemini, ideogram, minimax

* fixed client bug; converted openai nodes

* fixed client bug; converted moonvalley, pika nodes

* fixed client bug; converted kling, luma nodes

* converted pixverse, rodin nodes

* converted tripo, veo2

* converted recraft nodes

* add lost log_request_response call
2025-08-07 23:37:50 -04:00
Jedrzej KosinskiandGitHub 42974a448c _ui.py import torchaudio safety check (#9234)
* Added safety around torchaudio import in _ui.py

* Trusted cursor too much, fixed torchaudio bool
2025-08-07 17:54:09 -04:00
comfyanonymousandGitHub 05df2df489 Fix RepeatLatentBatch not working on multi dim latents. (#9227) 2025-08-07 11:20:40 -04:00
Christian ByrneandGitHub 37d620a6b8 Update frontend to v1.24.3 (#9175) 2025-08-06 19:52:39 -04:00
ComfyUI WikiandGitHub 32691b16f4 Update template to 0.1.52 (#9206) 2025-08-06 13:26:29 -04:00
flybirdxxandGitHub 4c3e57b0ae Fixed an issue where qwenLora could not be loaded properly. (#9208) 2025-08-06 13:23:11 -04:00
comfyanonymousandGitHub 9126c0cfe4 Qwen Image model merging node. (#9202) 2025-08-06 04:07:04 -04:00
comfyanonymousandGitHub d8c51ba15a Add Qwen Image model to readme. (#9191) 2025-08-05 07:41:18 -04:00
comfyanonymous 32a95bba8a ComfyUI version 0.3.49 2025-08-05 07:33:02 -04:00
ComfyUI WikiandGitHub da1ad9b516 Update template to 0.1.51 (#9187) 2025-08-05 07:24:12 -04:00
comfyanonymousandGitHub d044a24398 Fix default shift and any latent size for qwen image model. (#9186) 2025-08-05 06:12:27 -04:00
ComfyUI WikiandGitHub 5be6fd09ff Update template to 0.1.48 (#9182) 2025-08-05 03:48:56 -04:00
Christian ByrneandGitHub f69609bbd6 Add Veo3 video generation node with audio support (#9110)
- Create new Veo3VideoGenerationNode that extends VeoVideoGenerationNode
- Add support for generateAudio parameter (only for Veo3 models)
- Support new Veo3 models: veo-3.0-generate-001, veo-3.0-fast-generate-001
- Fix Veo3 duration constraint to 8 seconds only
- Update original node to be clearly Veo 2 only
- Update API paths to use model parameter: /proxy/veo/{model}/generate
- Regenerate API types from staging to include generateAudio parameter
- Fix TripoModelVersion enum reference after regeneration
- Mark generated API types file in .gitattributes
2025-08-05 01:52:25 -04:00
comfyanonymousandGitHub c012400240 Initial support for qwen image model. (#9179) 2025-08-04 22:53:25 -04:00
comfyanonymousandGitHub 03895dea7c Fix another issue with the PR. (#9170) 2025-08-04 04:33:04 -04:00
comfyanonymousandGitHub 84f9759424 Add some warnings and prevent crash when cond devices don't match. (#9169) 2025-08-04 04:20:12 -04:00
comfyanonymousandGitHub 7991341e89 Various fixes for broken things from earlier PR. (#9168) 2025-08-04 04:02:40 -04:00
comfyanonymousandGitHub 140ffc7fdc Fix broken controlnet from last PR. (#9167) 2025-08-04 03:28:12 -04:00
comfyanonymousandGitHub 182f90b5ec Lower cond vram use by casting at the same time as device transfer. (#9159) 2025-08-04 03:11:53 -04:00
comfyanonymousandGitHub aebac22193 Cleanup. (#9160) 2025-08-03 07:08:11 -04:00
comfyanonymousandGitHub 13aaa66ec2 Make sure context is on the right device. (#9154) 2025-08-02 15:09:23 -04:00
comfyanonymousandGitHub 5f582a9757 Make sure all the conds are on the right device. (#9151) 2025-08-02 15:00:13 -04:00
ComfyUI WikiandGitHub fbcc23945d Update template to 0.1.47 (#9153) 2025-08-02 14:15:29 -04:00
Johnpaul ChiweteluandGitHub 3dfefc88d0 API for Recently Used Items (#8792)
* feat: add file creation time to model file metadata and user file info

* fix linting
2025-08-01 22:02:06 -04:00
comfyanonymous bff60b5cfc ComfyUI version 0.3.48 2025-08-01 20:03:22 -04:00
comfyanonymousandGitHub 1e638a140b Tiny wan vae optimizations. (#9136) 2025-08-01 05:25:38 -04:00
ComfyUI WikiandGitHub 4696d74305 update template to 0.1.45 (#9135) 2025-08-01 03:06:18 -04:00
comfyanonymousandGitHub 5ee381c058 Fix WanFirstLastFrameToVideo node when no clip vision. (#9134) 2025-07-31 23:33:27 -04:00
Jedrzej KosinskiandGitHub 4887743a2a V3 Node Schema Definition - initial (#8656) 2025-07-31 18:02:12 -04:00
comfyanonymousandGitHub 97b8a2c26a More accurate explanation of release process. (#9126) 2025-07-31 05:46:23 -04:00
guillandGitHub 97eb256a35 Add support for partial execution in backend (#9123)
When a prompt is submitted, it can optionally include
`partial_execution_targets` as a list of ids. If it does, rather than
adding all outputs to the execution list, we add only those in the list.
2025-07-30 22:55:28 -04:00
chaObservandGitHub 61b08d4ba6 Replace manual x * sigmoid(x) with torch silu in VAE nonlinearity (#9057) 2025-07-30 19:25:56 -04:00
comfyanonymousandGitHub da9dab7edd Small wan camera memory optimization. (#9111) 2025-07-30 05:55:26 -04:00
ComfyUI WikiandGitHub d2aaef029c Update template to 0.1.44 (#9104) 2025-07-29 22:50:49 -04:00
guillandGitHub 0a3d062e06 ComfyAPI Core v0.0.2 (#8962)
* ComfyAPI Core v0.0.2

* Respond to PR feedback

* Fix Python 3.9 errors

* Fix missing backward compatibility proxy

* Reorganize types a bit

The input types, input impls, and utility types are now all available in
the versioned API. See the change in `comfy_extras/nodes_video.py` for
an example of their usage.

* Remove the need for `--generate-api-stubs`

* Fix generated stubs differing by Python version

* Fix ruff formatting issues
2025-07-29 22:17:22 -04:00
comfyanonymous 2f74e17975 ComfyUI version 0.3.47 2025-07-29 20:08:25 -04:00
comfyanonymousandGitHub dca6bdd4fa Make wan2.2 5B i2v take a lot less memory. (#9102) 2025-07-29 19:44:18 -04:00
comfyanonymousandGitHub 7d593baf91 Extra reserved vram on large cards on windows. (#9093) 2025-07-29 04:07:45 -04:00
comfyanonymousandGitHub c60dc4177c Remove unecessary clones in the wan2.2 VAE. (#9083) 2025-07-28 14:48:19 -04:00
comfyanonymous 5d4cc3ba1b ComfyUI 0.3.46 2025-07-28 08:04:04 -04:00
comfyanonymousandGitHub 9f1388c0a3 Add wan2.2 to readme. (#9081) 2025-07-28 08:01:53 -04:00
comfyanonymousandGitHub a88788dce6 Wan 2.2 support. (#9080) 2025-07-28 08:00:23 -04:00
ComfyUI WikiandGitHub d0210fe2e5 Update template to 0.1.41 (#9079) 2025-07-28 07:55:02 -04:00
Christian ByrneandGitHub e6d9f62744 Add Moonvalley Marey V2V node with updated input validation (#9069)
* [moonvalley] Update V2V node to match API specification

- Add exact resolution validation for supported resolutions (1920x1080, 1080x1920, 1152x1152, 1536x1152, 1152x1536)
- Change frame count validation from divisible by 32 to 16
- Add MP4 container format validation
- Remove internal parameters (steps, guidance_scale) from V2V inference params
- Update video duration handling to support only 5 seconds (auto-trim if longer)
- Add motion_intensity parameter (0-100) for Motion Transfer control type
- Add get_container_format() method to VideoInput classes

* update negative prompt
2025-07-27 19:51:36 -04:00
comfyanonymousandGitHub 78672d0ee6 Small readme update. (#9071) 2025-07-27 07:42:58 -04:00
ComfyUI WikiandGitHub 1ef70fcde4 Fix the broken link (#9060) 2025-07-26 17:25:33 -04:00
comfyanonymousandGitHub 0621d73a9c Remove useless code. (#9059) 2025-07-26 04:44:19 -04:00
comfyanonymousandGitHub b850d9a8bb Add map_function to get_history. (#9056) 2025-07-25 21:25:45 -04:00
c60467a148 Update negative prompt for Moonvalley nodes (#9038)
Co-authored-by: thorsten <thorsten@tripod-digital.co.nz>
2025-07-25 17:27:03 -04:00
comfyanonymousandGitHub c0207b473f Fix issue with line endings github workflow. (#9053) 2025-07-25 17:25:08 -04:00
ComfyUI WikiandGitHub 93bc2f8e4d Update template to 0.1.40 (#9048) 2025-07-25 13:24:23 -04:00
comfyanonymousandGitHub e6e5d33b35 Remove useless code. (#9041)
This is only needed on old pytorch 2.0 and older.
2025-07-25 04:58:28 -04:00
Eugene FairleyandGitHub 4293e4da21 Add WAN ATI support (#8874)
* Add WAN ATI support

* Fixes

* Fix length

* Remove extra functions

* Fix

* Fix

* Ruff fix

* Remove torch.no_grad

* Add batch trajectory logic

* Scale inputs before and after motion patch

* Batch image/trajectory

* Ruff fix

* Clean up
2025-07-24 20:59:19 -04:00
comfyanonymousandGitHub 69cb57b342 Print xpu device name. (#9035) 2025-07-24 15:06:25 -04:00
SHIVANSH GUPTAandGitHub d03ae077b4 Added parameter required_frontend_version in the /system_stats API response (#8875)
* Added the parameter required_frontend_version in the /system_stats  api response

* Update server.py

* Created a function get_required_frontend_version and wrote tests for it

* Refactored the function to return currently installed frontend pacakage version

* Moved required_frontend to a new function and imported that in server.py

* Corrected test cases using mocking techniques

* Corrected files to comply with ruff formatting
2025-07-24 14:05:54 -04:00
honglyuaandGitHub 0ccc88b03f Support Iluvatar CoreX (#8585)
* Support Iluvatar CoreX
Co-authored-by: mingjiang.li <mingjiang.li@iluvatar.com>
2025-07-24 13:57:36 -04:00
Kohaku-BlueleafandGitHub eb2f78b4e0 [Training Node] algo support, grad acc, optional grad ckpt (#9015)
* Add factorization utils for lokr

* Add lokr train impl

* Add loha train impl

* Add adapter map for algo selection

* Add optional grad ckpt and algo selection

* Update __init__.py

* correct key name for loha

* Use custom fwd/bwd func and better init for loha

* Support gradient accumulation

* Fix bugs of loha

* use more stable init

* Add OFT training

* linting
2025-07-23 20:57:27 -04:00
chaObservandGitHub e729a5cc11 Separate denoised and noise estimation in Euler CFG++ (#9008)
This will change their behavior with the sampling CONST type.
It also combines euler_cfg_pp and euler_ancestral_cfg_pp into one main function.
2025-07-23 19:47:05 -04:00
comfyanonymousandGitHub e78d230496 Only enable cuda malloc on cuda torch. (#9031) 2025-07-23 19:37:43 -04:00
comfyanonymousandGitHub d3504e1778 Enable pytorch attention by default for gfx1201 on torch 2.8 (#9029) 2025-07-23 19:21:29 -04:00
comfyanonymousandGitHub a86a58c308 Fix xpu function not implemented p2. (#9027) 2025-07-23 18:18:20 -04:00
comfyanonymousandGitHub 39dda1d40d Fix xpu function not implemented. (#9026) 2025-07-23 18:10:59 -04:00
comfyanonymousandGitHub 5ad33787de Add default device argument. (#9023) 2025-07-23 14:20:49 -04:00
Simon LuiandGitHub 255f139863 Add xpu version for async offload and some other things. (#9004) 2025-07-22 15:20:09 -04:00
comfyanonymousandGitHub 5ac9ec214b Try to fix line endings workflow. (#9001) 2025-07-22 04:07:51 -04:00
comfyanonymousandGitHub 0aa1c58b04 This is not needed. (#8991) 2025-07-21 16:48:25 -04:00
comfyanonymousandGitHub 5249e45a1c Add hidream e1.1 example to readme. (#8990) 2025-07-21 15:23:41 -04:00
comfyanonymousandGitHub 54a45b9967 Replace torchaudio.load with pyav. (#8989) 2025-07-21 14:19:14 -04:00
comfyanonymous 9a470e073e ComfyUI version 0.3.45 2025-07-21 14:05:43 -04:00
ComfyUI WikiandGitHub 7d627f764c Update template to 0.1.39 (#8981) 2025-07-20 15:58:35 -04:00
comfyanonymousandGitHub a0c0785635 Document what the fast_fp16_accumulation is in the portable. (#8973) 2025-07-20 01:24:09 -04:00
chaObservandGitHub 100c2478ea Add SamplingPercentToSigma node (#8963)
It's helpful to adjust start_percent or end_percent based on the corresponding sigma.
2025-07-19 23:09:11 -04:00
ComfyUI WikiandGitHub 1da5639e86 Update template to 0.1.37 (#8967) 2025-07-19 06:08:00 -04:00
comfyanonymousandGitHub 1b96fae1d4 Add nested style of dual cfg to DualCFGGuider node. (#8965) 2025-07-19 04:55:23 -04:00
comfyanonymousandGitHub 7f492522b6 Forgot this (#8957) 2025-07-18 05:43:02 -04:00
comfyanonymousandGitHub 650838fd6f Experimental CFGNorm node. (#8942)
This is from the new hidream e1 1 model code. Figured it might be useful as a generic cfg trick.
2025-07-17 04:11:07 -04:00
comfyanonymousandGitHub 491fafbd64 Silence clip tokenizer warning. (#8934) 2025-07-16 14:42:07 -04:00
Harel CainandGitHub 9bc2798f72 LTXV VAE decoder: switch default padding mode (#8930) 2025-07-16 13:54:38 -04:00
comfyanonymousandGitHub 50afba747c Add attempt to work around the safetensors mmap issue. (#8928) 2025-07-16 03:42:17 -04:00
Brandon WallaceandGitHub 6b8062f414 Fix MaskComposite error when destination has 2 dimensions (#8915)
Fix code that is using the original `destination` input instead of the reshaped value.
2025-07-15 21:08:27 -04:00
comfyanonymousandGitHub b1ae4126c3 Add action to detect windows line endings. (#8917) 2025-07-15 02:27:18 -04:00
Yoland YanandGitHub 9dabda19f0 Update nodes_gemini.py (#8912) 2025-07-14 20:59:35 -04:00
Yoland YanandGitHub 543c24108c Fix wrong reference bug (#8910) 2025-07-14 20:45:55 -04:00
FeepingCreatureandGitHub 260a5ca5d9 Allow the prompt request to specify the prompt ID. (#8189)
This makes it easier to write asynchronous clients that submit requests, because they can store the task immediately.
Duplicate prompt IDs are rejected by the job queue.
2025-07-14 14:48:31 -04:00
ComfyUI WikiandGitHub 861c3bbb3d Upate template to 0.1.36 (#8904) 2025-07-14 13:27:57 -04:00
comfyanonymousandGitHub 9ca581c941 Remove windows line endings. (#8902) 2025-07-14 13:10:20 -04:00
comfyanonymousandGitHub 4831e9c2c4 Refactor previous pr. (#8893) 2025-07-13 04:59:17 -04:00
Christian ByrneandGitHub 480375f349 Remove auth tokens from history storage (#8889)
Remove auth_token_comfy_org and api_key_comfy_org from extra_data before
storing prompt history to prevent sensitive authentication tokens from
being persisted in the history endpoint response.
2025-07-13 04:46:27 -04:00
comfyanonymousandGitHub b40143984c Add model detection error hint for lora. (#8880) 2025-07-12 03:49:26 -04:00
chaObservandGitHub b43916a134 Fix fresca's input and output (#8871) 2025-07-11 12:52:58 -04:00
JettHuandGitHub 7bc7dd2aa2 Execute async node earlier (#8865) 2025-07-11 12:51:06 -04:00
comfyanonymousandGitHub 938d3e8216 Remove windows line endings. (#8866) 2025-07-11 02:37:51 -04:00
Christian ByrneandGitHub 8f05fb48ea [fix] increase Kling API polling timeout to prevent user timeouts (#8860)
Extends polling duration from 10 minutes to ~68 minutes (256 attempts × 16 seconds) to accommodate longer Kling API operations that were frequently timing out for users.
2025-07-10 18:00:29 -04:00
comfyanonymousandGitHub b7ff5bd14d Fix python3.9 (#8858) 2025-07-10 15:21:18 -04:00
guillandGitHub 2b653e8c18 Support for async node functions (#8830)
* Support for async execution functions

This commit adds support for node execution functions defined as async. When
a node's execution function is defined as async, we can continue
executing other nodes while it is processing.

Standard uses of `await` should "just work", but people will still have
to be careful if they spawn actual threads. Because torch doesn't really
have async/await versions of functions, this won't particularly help
with most locally-executing nodes, but it does work for e.g. web
requests to other machines.

In addition to the execute function, the `VALIDATE_INPUTS` and
`check_lazy_status` functions can also be defined as async, though we'll
only resolve one node at a time right now for those.

* Add the execution model tests to CI

* Add a missing file

It looks like this got caught by .gitignore? There's probably a better
place to put it, but I'm not sure what that is.

* Add the websocket library for automated tests

* Add additional tests for async error cases

Also fixes one bug that was found when an async function throws an error
after being scheduled on a task.

* Add a feature flags message to reduce bandwidth

We now only send 1 preview message of the latest type the client can
support.

We'll add a console warning when the client fails to send a feature
flags message at some point in the future.

* Add async tests to CI

* Don't actually add new tests in this PR

Will do it in a separate PR

* Resolve unit test in GPU-less runner

* Just remove the tests that GHA can't handle

* Change line endings to UNIX-style

* Avoid loading model_management.py so early

Because model_management.py has a top-level `logging.info`, we have to
be careful not to import that file before we call `setup_logging`. If we
do, we end up having the default logging handler registered in addition
to our custom one.
2025-07-10 14:46:19 -04:00
comfyanonymousandGitHub 1fd306824d Add warning to catch torch import mistakes. (#8852) 2025-07-10 01:03:27 -04:00
Kohaku-BlueleafandGitHub 1205afc708 Better training loop implementation (#8820) 2025-07-09 11:41:22 -04:00
comfyanonymousandGitHub 5612670ee4 Remove unmaintained notebook. (#8845) 2025-07-09 03:45:48 -04:00
Kohaku-BlueleafandGitHub 181a9bf26d Support Multi Image-Caption dataset in lora training node (#8819)
* initial impl of multi img/text dataset

* Update nodes_train.py

* Support Kohya-ss structure
2025-07-08 20:18:04 -04:00
chaObservandGitHub aac10ad23a Add SA-Solver sampler (#8834) 2025-07-08 16:17:06 -04:00
josephroccaandGitHub 974254218a Un-hardcode chroma patch_size (#8840) 2025-07-08 15:56:59 -04:00
comfyanonymous c5de4955bb ComfyUI version 0.3.44 2025-07-08 08:56:38 -04:00
Christian ByrneandGitHub 9fd0cd7cf7 Add Moonvalley nodes (#8832) 2025-07-08 08:54:30 -04:00
ComfyUI WikiandGitHub b5e97db9ac Update template to 0.1.35 (#8831) 2025-07-08 08:52:02 -04:00
Christian ByrneandGitHub 1359c969e4 Update template to 0.1.34 (#8829) 2025-07-07 23:35:41 -04:00
ComfyUI WikiandGitHub 059cd38aa2 Update template and node docs package version (#8825) 2025-07-07 20:43:56 -04:00
comfyanonymousandGitHub e740dfd806 Fix warning in audio save nodes. (#8818) 2025-07-07 03:16:00 -04:00
comfyanonymousandGitHub 7eab7d2944 Remove dependency on deprecated torchaudio.save function (#8815) 2025-07-06 14:01:32 -04:00
comfyanonymousandGitHub 75d327abd5 Remove some useless code. (#8812) 2025-07-06 07:07:39 -04:00
comfyanonymousandGitHub ee615ac269 Add warning when loading file unsafely. (#8800) 2025-07-05 14:34:57 -04:00
comfyanonymousandGitHub 27870ec3c3 Add that ckpt files are loaded safely to README. (#8791) 2025-07-04 04:49:11 -04:00
chaObservandGitHub f41f323c52 Add the denoising step to several samplers (#8780) 2025-07-03 19:20:53 -04:00
comfyanonymousandGitHub f74fc4d927 Add ImageRotate and ImageFlip nodes. (#8789) 2025-07-03 19:16:30 -04:00
ComfyUI WikiandGitHub ae26cd99b5 Update template to 0.1.32 (#8782) 2025-07-03 14:41:16 -04:00
comfyanonymousandGitHub e9af97ba1a Use torch cu129 for nvidia pytorch nightly. (#8786)
* update nightly workflow with cu129

* Remove unused file to lower standalone size.
2025-07-03 14:39:11 -04:00
CityandGitHub d9277301d2 Initial code for new SLG node (#8759) 2025-07-02 20:13:43 -04:00
comfyanonymousandGitHub 34c8eeec06 Fix ImageColorToMask not returning right mask values. (#8771) 2025-07-02 15:35:11 -04:00
Harel CainandGitHub 9f1069290c nodes_lt: fixes to latent conditioning at index > 0 (#8769) 2025-07-02 15:34:51 -04:00
comfyanonymousandGitHub 111f583e00 Fallback to regular op when fp8 op throws exception. (#8761) 2025-07-02 00:57:13 -04:00
Terry JiaandGitHub 79ed752748 support upload 3d model to custom subfolder (#8597) 2025-07-01 20:43:48 -04:00
comfyanonymousandGitHub 772de7c006 PerpNeg Guider optimizations. (#8753) 2025-07-01 03:09:07 -04:00
chaObservandGitHub b22e97dcfa Migrate ER-SDE from VE to VP algorithm and add its sampler node (#8744)
Apply alpha scaling in the algorithm for reverse-time SDE and add custom ER-SDE sampler node for other solver types (SDE, ODE).
2025-07-01 02:38:52 -04:00
chaObservandGitHub f02de13316 Add TCFG node (#8730) 2025-07-01 02:33:07 -04:00
ComfyUI WikiandGitHub c46268bf60 Update requirements.txt (#8741) 2025-06-30 14:18:43 -04:00
comfyanonymousandGitHub cf49a2c5b5 Dual cfg node optimizations when cfg is 1.0 (#8747) 2025-06-30 14:18:25 -04:00
comfyanonymousandGitHub 170c7bb90c Fix contiguous issue with pytorch nightly. (#8729) 2025-06-29 06:38:40 -04:00
bmcomfyandGitHub 2a0b138feb build: add gh action to process releases (#8652) 2025-06-28 19:11:40 -04:00
comfyanonymousandGitHub e195c1b13f Make stable release workflow publish drafts. (#8723) 2025-06-28 19:11:16 -04:00
chaObservandGitHub 5b4eb021cb Perpneg guider with updated pre and post-cfg (#8698) 2025-06-28 18:13:13 -04:00
comfyanonymousandGitHub 396454fa41 Reorder the schedulers so simple is the default one. (#8722) 2025-06-28 18:12:56 -04:00
comfyanonymousandGitHub a3cf272522 Skip custom node logic completely if disabled and no whitelisted nodes. (#8719) 2025-06-28 15:53:40 -04:00
xufengandGitHub ba9548f756 “--whitelist-custom-nodes” args for comfy core to go with “--disable-all-custom-nodes” for development purposes (#8592)
* feat: “--whitelist-custom-nodes” args for comfy core to go with “--disable-all-custom-nodes” for development purposes

* feat: Simplify custom nodes whitelist logic to use consistent code paths
2025-06-28 15:24:02 -04:00
comfyanonymous e18f53cca9 ComfyUI version 0.3.43 2025-06-27 17:22:02 -04:00
comfyanonymousandGitHub c36be0ea09 Fix memory estimation bug with kontext. (#8709) 2025-06-27 17:21:12 -04:00
comfyanonymousandGitHub 9093301a49 Don't add tiny bit of random noise when VAE encoding. (#8705)
Shouldn't change outputs but might make things a tiny bit more
deterministic.
2025-06-27 14:14:56 -04:00
comfyanonymousandGitHub bd951a714f Add Flux Kontext and Omnigen 2 models to readme. (#8682) 2025-06-26 12:26:29 -04:00
comfyanonymous 6493709d6a ComfyUI version 0.3.42 2025-06-26 11:47:07 -04:00
filteredandGitHub b976f934ae Update frontend to 1.23.4 (#8681) 2025-06-26 11:44:12 -04:00
comfyanonymousandGitHub 7d8cf4cacc Update requirements.txt (#8680) 2025-06-26 11:39:40 -04:00
filteredandGitHub 68f4496b8e Update frontend to 1.23.3 (#8678) 2025-06-26 11:29:03 -04:00
comfyanonymousandGitHub ef5266b1c1 Support Flux Kontext Dev model. (#8679) 2025-06-26 11:28:41 -04:00
comfyanonymousandGitHub a96e65df18 Disable omnigen2 fp16 on older pytorch versions. (#8672) 2025-06-26 03:39:09 -04:00
comfyanonymousandGitHub 93a49a45de Bump minimum transformers version. (#8671) 2025-06-26 02:33:02 -04:00
comfyanonymousandGitHub ec70ed6aea Omnigen2 model implementation. (#8669) 2025-06-25 19:35:57 -04:00
comfyanonymousandGitHub 7a13f74220 unet -> diffusion model (#8659) 2025-06-25 04:52:34 -04:00
chaObservandGitHub 8042eb20c6 Singlestep DPM++ SDE for RF (#8627)
Refactor the algorithm, and apply alpha scaling.
2025-06-24 14:59:09 -04:00
comfyanonymousandGitHub bd9f166c12 Cosmos predict2 model merging nodes. (#8647) 2025-06-24 05:17:16 -04:00
comfyanonymousandGitHub dd94416db2 Indicate that directml is not recommended in the README. (#8644) 2025-06-23 14:04:49 -04:00
comfyanonymousandGitHub ae0e7c4dff Resize and pad image node. (#8636) 2025-06-22 17:59:31 -04:00
comfyanonymousandGitHub 78f79266a9 Allow padding in ImageStitch node to be white. (#8631) 2025-06-22 00:19:41 -04:00
comfyanonymousandGitHub 1883e70b43 Fix exception when using a noise mask with cosmos predict2. (#8621)
* Fix exception when using a noise mask with cosmos predict2.

* Fix ruff.
2025-06-21 03:30:39 -04:00
Lucas - BLOCK33andGitHub 31ca603ccb Improve the log time function for 10 minute + renders (#6207)
* modified:   main.py

* Update main.py
2025-06-20 23:04:55 -04:00
comfyanonymousandGitHub f7fb193712 Small flux optimization. (#8611) 2025-06-20 05:37:32 -04:00
comfyanonymousandGitHub 7e9267fa77 Make flux controlnet work with sd3 text enc. (#8599) 2025-06-19 18:50:05 -04:00
comfyanonymousandGitHub 91d40086db Fix pytorch warning. (#8593) 2025-06-19 11:04:52 -04:00
coderfromthenorth93andGitHub 5b12b55e32 Add new fields to the config types (#8507) 2025-06-18 15:12:29 -04:00
comfyanonymousandGitHub e9e9a031a8 Show a better error when the workflow OOMs. (#8574) 2025-06-18 06:55:21 -04:00
filteredandGitHub d7430c529a Update frontend to 1.22.2 (#8567) 2025-06-17 18:58:28 -04:00
ComfyUI WikiandGitHub cd88f709ab Update template version (#8563) 2025-06-17 04:11:59 -07:00
comfyanonymousandGitHub 4459a17e82 Add Cosmos Predict2 to README. (#8562) 2025-06-17 05:18:01 -04:00
comfyanonymous 483b3e62e0 ComfyUI version v0.3.41 2025-06-16 23:34:46 -04:00
chaObservandGitHub 8e81c507d2 Multistep DPM++ SDE samplers for RF (#8541)
Include alpha in sampling and minor refactoring
2025-06-16 14:47:10 -04:00
comfyanonymousandGitHub e1c6dc720e Allow setting min_length with tokenizer_data. (#8547) 2025-06-16 13:43:52 -04:00
comfyanonymousandGitHub 7ea79ebb9d Add correct eps to ltxv rmsnorm. (#8542) 2025-06-15 12:21:25 -04:00
comfyanonymousandGitHub ae75a084df SaveLora now saves in the same filename format as all the other nodes. (#8538) 2025-06-15 03:44:59 -04:00
comfyanonymousandGitHub d6a2137fc3 Support Cosmos predict2 image to video models. (#8535)
Use the CosmosPredict2ImageToVideoLatent node.
2025-06-14 21:37:07 -04:00
chaObservandGitHub 53e8d8193c Generalize SEEDS samplers (#8529)
Restore VP algorithm for RF and refactor noise_coeffs and half-logSNR calculations
2025-06-14 16:58:16 -04:00
comfyanonymousandGitHub 29596bd53f Small cosmos attention code refactor. (#8530) 2025-06-14 05:02:05 -04:00
Terry JiaandGitHub 803af1e0c3 allow extra settings from pyproject.toml (#8526) 2025-06-13 23:11:55 -04:00
ComfyUI WikiandGitHub 6673939e76 Bump template to 0.1.28 (#8510) 2025-06-13 23:11:00 -04:00
ComfyUI WikiandGitHub f74778e75d Bump embedded docs to 0.2.2 (#8512) 2025-06-13 23:06:28 -04:00
Kohaku-BlueleafandGitHub 520eb77b72 LoRA Trainer: LoRA training node in weight adapter scheme (#8446) 2025-06-13 19:25:59 -04:00
comfyanonymousandGitHub 5bf69bde35 Add cosmos_rflow option to ModelSamplingContinuousEDM node. (#8523)
This is for the cosmos predict2 model.
2025-06-13 17:47:52 -04:00
comfyanonymousandGitHub c69af655aa Uncap cosmos predict2 res and fix mem estimation. (#8518) 2025-06-13 07:30:18 -04:00
comfyanonymousandGitHub 251f54a2ad Basic initial support for cosmos predict2 text to image 2B and 14B models. (#8517) 2025-06-13 07:05:23 -04:00
Christian ByrneandGitHub c6529c0d77 don't validate string inputs with VALIDATE_INPUTS (#8508) 2025-06-12 20:17:10 -04:00
filteredandGitHub baa8c8cdd3 Add '@prerelease' to use latest test frontend (#8501)
* Add '@prerelease' to use latest test frontend

Allows download of pre-release versions.

Will always get the latest pre-release version - even if it's older than the latest stable release.

* nit
2025-06-12 17:03:27 -07:00
comfyanonymousandGitHub 40fd39c7cb debug -> warning (#8506) 2025-06-12 17:14:59 -04:00
Terry JiaandGitHub 4d1c4b9797 Auto register web folder (#8505)
* auto register web folder from pyproject

* need pydantic-settings as dependency

* wrapped try/except for config_parser

* sf
2025-06-12 16:24:39 -04:00
comfyanonymousandGitHub d2566eb4b2 Add a warning for old python versions. (#8504) 2025-06-12 15:38:33 -04:00
filteredandGitHub ef7e885fe4 Revert "Update requirements.txt (#8487)" (#8502)
This reverts commit 373a9386a4.
2025-06-12 14:10:48 -04:00
filteredandGitHub ecb8d15e7a Allow specifying any frontend semver suffixes (#8498) 2025-06-11 21:41:30 -04:00
comfyanonymousandGitHub 365f9ed157 Revert "auto register web folder from pyproject (#8478)" (#8497)
This reverts commit 9685d4f3c3.
2025-06-11 17:28:04 -04:00
pythongosssssandGitHub 50c605e957 Add support for sqlite database (#8444)
* Add support for sqlite database

* fix
2025-06-11 16:43:39 -04:00
Terry JiaandGitHub 9685d4f3c3 auto register web folder from pyproject (#8478)
* auto register web folder from pyproject

* need pydantic-settings as dependency
2025-06-11 16:21:28 -04:00
comfyanonymousandGitHub 8a4ff747bd Fix mistake in last commit. (#8496)
* Move to right place.
2025-06-11 15:13:29 -04:00
comfyanonymousandGitHub af1eb58be8 Fix black images on some flux models in fp16. (#8495) 2025-06-11 15:09:11 -04:00
ComfyUI WikiandGitHub 373a9386a4 Update requirements.txt (#8487) 2025-06-11 05:10:46 -04:00
comfyanonymousandGitHub 6e28a46454 Apple most likely is never fixing the fp16 attention bug. (#8485) 2025-06-10 13:06:24 -04:00
Kent MewhortandGitHub c7b25784b1 Fix WebcamCapture IS_CHANGED signature (#8413) 2025-06-09 13:05:54 -04:00
comfyanonymousandGitHub 7f800d04fa Enable AMD fp8 and pytorch attention on some GPUs. (#8474)
Information is from the pytorch source code.
2025-06-09 12:50:39 -04:00
comfyanonymousandGitHub 97755eed46 Enable fp8 ops by default on gfx1201 (#8464) 2025-06-08 14:15:34 -04:00
comfyanonymousandGitHub daf9d25ee2 Cleaner torch version comparisons. (#8453) 2025-06-07 10:01:15 -04:00
comfyanonymousandGitHub 3b4b171e18 Alternate fix for #8435 (#8442) 2025-06-06 09:43:27 -04:00
Olexandr88andGitHub d8759c772b Update README.md (#8427) 2025-06-05 10:44:29 -07:00
comfyanonymousandGitHub 4248b1618f Let chroma TE work on regular flux. (#8429) 2025-06-05 10:07:17 -04:00
comfyanonymous 866f6cdab4 ComfyUI version 0.3.40 2025-06-04 22:18:54 -04:00
Christian ByrneandGitHub 3aa83feeec [refactor] remove version prefixes from Ideogram node categories (#8418)
Simplifies node organization by consolidating all Ideogram nodes under a single category instead of version-specific subcategories.
2025-06-04 21:56:38 -04:00
comfyanonymousandGitHub 871749c208 Add batch to GetImageSize node. (#8419) 2025-06-04 09:40:21 -04:00
SDandGitHub fcc1643c52 Sub call to deprecated pillow API Image.ANTIALIAS (#8415)
ANTIALIAS was removed in Pillow 10.0.0
2025-06-04 09:03:42 -04:00
filteredandGitHub 20687293fe Update frontend to 1.21.7 (#8410) 2025-06-04 08:57:13 -04:00
Terry JiaandGitHub 47d55b8b45 add support to read pyproject.toml from custom node (#8357)
* add support to read pyproject.toml from custom node

* sf

* use pydantic instead

* sf

* use pydantic_settings

* remove unnecessary try/catch and handle single-file python node

* sf
2025-06-03 19:59:13 -04:00
comfyanonymousandGitHub 310f4b6ef8 Add api nodes to readme. (#8402) 2025-06-03 04:26:44 -04:00
Christian ByrneandGitHub 856448060c [feat] Add GetImageSize node (#8386)
* [feat] Add GetImageSize node to return image dimensions

Added a simple GetImageSize node in comfy_extras/nodes_images.py that returns width and height of input images. The node displays dimensions on the UI via PromptServer and provides width/height as outputs for further processing.

* add display name mapping

* [fix] Add server module mock to unit tests for PromptServer import

Updated test to mock server module preventing import errors from the new PromptServer usage in GetImageSize node. Uses direct import pattern consistent with rest of codebase.
2025-06-02 21:57:50 -04:00
comfyanonymousandGitHub 312d511630 Style fix. (#8390) 2025-06-02 07:22:02 -04:00
Jesse GonyouandGitHub 4f4f1c642a Update fix for potential XSS on /view (#8384)
* Update fix for potential XSS on /view

This commit uses mimetypes to add more restricted filetypes to prevent from being served, since mimetypes are what browsers use to determine how to serve files.

* Fix typo

Fixed a typo that prevented the program from running
2025-06-02 06:52:44 -04:00
filteredandGitHub 010954d277 [BugFix] Update frontend to 1.21.6 (#8383) 2025-06-02 14:57:44 +10:00
filteredandGitHub 6d46bb4b4c [BugFix] Update frontend to 1.21.5 (#8382) 2025-06-01 16:47:14 -04:00
Christian ByrneandGitHub 67f57c5bcc [feat] add custom node testing requirement to issue templates (#8374)
Adds mandatory checkbox to bug report and user support templates requiring users to confirm they've tested with custom nodes disabled before submitting issues.
2025-06-01 15:47:07 -04:00
filteredandGitHub fd943c928f [BugFix] Update frontend to 1.21.4 (#8377) 2025-06-01 13:57:53 -04:00
ComfyUI WikiandGitHub d3bd983b91 Bump template to 0.1.25 (#8372) 2025-06-01 05:41:17 -04:00
comfyanonymousandGitHub fb4754624d Make the casting in lists the same as regular inputs. (#8373) 2025-06-01 05:39:54 -04:00
Benjamin LuandGitHub 180db6753f Add Help Menu in NodeLibrarySidebarTab (#8179) 2025-06-01 04:32:32 -04:00
Christian ByrneandGitHub d062fcc5c0 [feat] Add ImageStitch node for concatenating images (#8369)
* [feat] Add ImageStitch node for concatenating images with borders

Add ImageStitch node that concatenates images in four directions with optional borders and intelligent size handling. Features include optional second image input, configurable borders with color selection, automatic batch size matching, and dimension alignment via padding or resizing.

Upstreamed from https://github.com/kijai/ComfyUI-KJNodes with enhancements for better error handling and comprehensive test coverage.

* [fix] Fix CI issues with CUDA dependencies and linting

- Mock CUDA-dependent modules in tests to avoid CI failures on CPU-only runners
- Fix ruff linting issues for code style compliance

* [fix] Improve CI compatibility by mocking nodes module import

Prevent CUDA initialization chain by mocking the nodes module at import time,
which is cleaner than deep mocking of CUDA-specific functions.

* [refactor] Clean up ImageStitch tests

- Remove unnecessary sys.path manipulation (pythonpath set in pytest.ini)
- Remove metadata tests that test framework internals rather than functionality
- Rename complex scenario test to be more descriptive of what it tests

* [refactor] Rename 'border' to 'spacing' for semantic accuracy

- Change border_width/border_color to spacing_width/spacing_color in API
- Update all tests to use spacing terminology
- Update comments and variable names throughout
- More accurately describes the gap/separator between images
2025-06-01 04:28:52 -04:00
filteredandGitHub 456abad834 Update frontend to 1.21 (#8366) 2025-06-01 01:10:04 -04:00
comfyanonymousandGitHub 19e45e9b0e Make it easier to pass lists of tensors to models. (#8358) 2025-05-31 20:00:20 -04:00
ComfyUI WikiandGitHub 97f23b81f3 Bump template to 0.1.23 (#8353)
Correct some error settings in VACE
2025-05-30 23:05:42 -07:00
drheadandGitHub 08b7cc7506 use fused multiply-add pointwise ops in chroma (#8279) 2025-05-30 18:09:54 -04:00
BennyKokandGitHub 6c319cbb4e fix: custom comfy-api-base works with subpath (#8332) 2025-05-30 17:51:28 -04:00
Chenlei HuandGitHub df1aebe52e Remove huchenlei from CODEOWNERS (#8350) 2025-05-30 17:27:52 -04:00
comfyanonymousandGitHub 704fc78854 Put ROCm version in tuple to make it easier to enable stuff based on it. (#8348) 2025-05-30 15:41:02 -04:00
1d9fee79fd Add node for regex replace(sub) operation (#8340)
* Add node for regex replace(sub) operation

* Apply suggestions from code review

add tooltips

Co-authored-by: Christian Byrne <abolkonsky.rem@gmail.com>

* Fix indentation

---------

Co-authored-by: Christian Byrne <abolkonsky.rem@gmail.com>
2025-05-30 15:08:59 -04:00
Jedrzej KosinskiandGitHub aeba0b3a26 Reduce code duplication for [pro] and [max], rename Pro and Max to [pro] and [max] to be consistent with other BFL nodes, make default seed for Kontext nodes be 1234. since 0 is interpreted by API as 'choose random seed' (#8337) 2025-05-29 17:14:27 -04:00
comfyanonymous 094306b626 ComfyUI version 0.3.39 2025-05-29 14:26:39 -04:00
filteredandGitHub 31260f0275 Update templates 0.1.22 (#8334) 2025-05-30 03:52:27 +10:00
f1c9ca816a Add BFL Kontext API Nodes. (#8333)
* Added initial Flux.1 Kontext Pro Image node - recreated branch to save myself sanity from rebase crap after master got rebased

* Add safety filter to Kontext.

* Make safety = 2 and input image is optional.

* Add BFL kontext API nodes.

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2025-05-29 13:27:40 -04:00
comfyanonymousandGitHub f2289a1f59 Delete useless file. (#8327) 2025-05-29 08:29:37 -04:00
Robin HuangandGitHub fb83eda287 Revert "Add support for Veo3 API node." (#8322)
This reverts commit 592d056100.
2025-05-29 03:03:11 -04:00
comfyanonymousandGitHub 5e5e46d40c Not really tested WAN Phantom Support. (#8321) 2025-05-28 23:46:15 -04:00
Yoland YanandGitHub 4eba3161cf Refactor Pika API node imports and fix unique_id issue. (#8319)
Added unique_id to hidden parameters and corrected description formatting in PikAdditionsNode.
2025-05-28 23:42:25 -04:00
Robin HuangandGitHub 592d056100 Add support for Veo3 API node. (#8320) 2025-05-28 23:42:02 -04:00
comfyanonymousandGitHub 1c1687ab1c Support HiDream SimpleTuner loras. (#8318) 2025-05-28 18:47:15 -04:00
comfyanonymous e6609dacde ComfyUI version 0.3.38 2025-05-28 02:15:11 -04:00
Christian ByrneandGitHub ba37e67964 update frontend patch 1.20.7 (#8312) 2025-05-28 01:42:18 -04:00
comfyanonymousandGitHub 06c661004e Memory estimation code can now take into account conds. (#8307) 2025-05-27 15:09:05 -04:00
comfyanonymous c9e1821a7b ComfyUI version 0.3.37 2025-05-27 07:07:44 -04:00
+14 f58f0f5696 More API nodes: Gemini/Open AI Chat, Tripo, Rodin, Runway Image (#8295)
* Add Ideogram generate node.

* Add staging api.

* Add API_NODE and common error for missing auth token (#5)

* Add Minimax Video Generation + Async Task queue polling example (#6)

* [Minimax] Show video preview and embed workflow in ouput (#7)

* Remove uv.lock

* Remove polling operations.

* Revert "Remove polling operations."

This reverts commit 8415404ce8fbc0262b7de54fc700c5c8854a34fc.

* Update stubs.

* Added Ideogram and Minimax back in.

* Added initial BFL Flux 1.1 [pro] Ultra node (#11)

* Manually add BFL polling status response schema (#15)

* Add function for uploading files. (#18)

* Add Luma nodes (#16)

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>

* Refactor util functions (#20)

* Add rest of Luma node functionality (#19)

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>

* Fix image_luma_ref not working (#28)

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>

* [Bug] Remove duplicated option T2V-01 in MinimaxTextToVideoNode (#31)

* add veo2, bump av req (#32)

* Add Recraft nodes (#29)

* Add Kling Nodes (#12)

* Add Camera Concepts (luma_concepts) to Luma Video nodes (#33)

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>

* Add Runway nodes (#17)

* Convert Minimax node to use VIDEO output type (#34)

* Standard `CATEGORY` system for api nodes (#35)

* Set `Content-Type` header when uploading files (#36)

* add better error propagation to veo2 (#37)

* Add Realistic Image and Logo Raster styles for Recraft v3 (#38)

* Fix runway image upload and progress polling (#39)

* Fix image upload for Luma: only include `Content-Type` header field if it's set explicitly (#40)

* Moved Luma nodes to nodes_luma.py (#47)

* Moved Recraft nodes to nodes_recraft.py (#48)

* Move and fix BFL nodes to node_bfl.py (#49)

* Move and edit Minimax node to nodes_minimax.py (#50)

* Add Recraft Text to Vector node, add Save SVG node to handle its output (#53)

* Added pixverse_template support to Pixverse Text to Video node (#54)

* Added Recraft Controls + Recraft Color RGB nodes (#57)

* split remaining nodes out of nodes_api, make utility lib, refactor ideogram (#61)

* Set request type explicitly (#66)

* Add `control_after_generate` to all seed inputs (#69)

* Fix bug: deleting `Content-Type` when property does not exist (#73)

* Add Pixverse and updated Kling types (#75)

* Added Recraft Style - Infinite Style Library node (#82)

* add ideogram v3 (#83)

* [Kling] Split Camera Control config to its own node (#81)

* Add Pika i2v and t2v nodes (#52)

* Remove Runway nodes (#88)

* Fix: Prompt text can't be validated in Kling nodes when using primitive nodes (#90)

* Update Pika Duration and Resolution options (#94)

* Removed Infinite Style Library until later (#99)

* fix multi image return (#101)

close #96

* Serve SVG files directly (#107)

* Add a bunch of nodes, 3 ready to use, the rest waiting for endpoint support (#108)

* Revert "Serve SVG files directly" (#111)

* Expose 4 remaining Recraft nodes (#112)

* [Kling] Add `Duration` and `Video ID` outputs (#105)

* Add Kling nodes: camera control, start-end frame, lip-sync, video extend (#115)

* Fix error for Recraft ImageToImage error for nonexistent random_seed param (#118)

* Add remaining Pika nodes (#119)

* Make controls input work for Recraft Image to Image node (#120)

* Fix: Nested `AnyUrl` in request model cannot be serialized (Kling, Runway) (#129)

* Show errors and API output URLs to the user (change log levels) (#131)

* Apply small fixes and most prompt validation (if needed to avoid API error) (#135)

* Node name/category modifications (#140)

* Add back Recraft Style - Infinite Style Library node (#141)

* [Kling] Fix: Correct/verify supported subset of input combos in Kling nodes (#149)

* Remove pixverse_template from PixVerse Transition Video node (#155)

* Use 3.9 compat syntax (#164)

* Handle Comfy API key based authorizaton (#167)

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>

* [BFL] Print download URL of successful task result directly on nodes (#175)

* Show output URL and progress text on Pika nodes (#168)

* [Ideogram] Print download URL of successful task result directly on nodes (#176)

* [Kling] Print download URL of successful task result directly on nodes (#181)

* Merge upstream may 14 25 (#186)

Co-authored-by: comfyanonymous <comfyanonymous@protonmail.com>
Co-authored-by: AustinMroz <austinmroz@utexas.edu>
Co-authored-by: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>
Co-authored-by: Benjamin Lu <benceruleanlu@proton.me>
Co-authored-by: Andrew Kvochko <kvochko@users.noreply.github.com>
Co-authored-by: Pam <42671363+pamparamm@users.noreply.github.com>
Co-authored-by: chaObserv <154517000+chaObserv@users.noreply.github.com>
Co-authored-by: Yoland Yan <4950057+yoland68@users.noreply.github.com>
Co-authored-by: guill <guill@users.noreply.github.com>
Co-authored-by: Chenlei Hu <hcl@comfy.org>
Co-authored-by: Terry Jia <terryjia88@gmail.com>
Co-authored-by: Silver <65376327+silveroxides@users.noreply.github.com>
Co-authored-by: catboxanon <122327233+catboxanon@users.noreply.github.com>
Co-authored-by: liesen <liesen.dev@gmail.com>
Co-authored-by: Kohaku-Blueleaf <59680068+KohakuBlueleaf@users.noreply.github.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: Robin Huang <robin.j.huang@gmail.com>
Co-authored-by: thot experiment <94414189+thot-experiment@users.noreply.github.com>
Co-authored-by: blepping <157360029+blepping@users.noreply.github.com>

* Update instructions on how to develop API Nodes. (#171)

* Add Runway FLF and I2V nodes (#187)

* Add OpenAI chat node (#188)

* Update README.

* Add Google Gemini API node (#191)

* Add Runway Gen 4 Text to Image Node (#193)

* [Runway, Gemini] Update node display names and attributes (#194)

* Update path from "image-to-video" to "image_to_video" (#197)

* [Runway] Split I2V nodes into separate gen3 and gen4 nodes (#198)

* Update runway i2v ratio enum (#201)

* Rodin3D: implement Rodin3D API Nodes (#190)

Co-authored-by: WhiteGiven <c15838568211@163.com>
Co-authored-by: Robin Huang <robin.j.huang@gmail.com>

* Add Tripo Nodes. (#189)

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>

* Change casing of categories "3D"  => "3d" (#208)

* [tripo] fix negtive_prompt and mv2model (#212)

* [tripo] set default param to None (#215)

* Add description and tooltip to Tripo Refine model. (#218)

* Update.

* Fix rebase errors.

* Fix rebase errors.

* Update templates.

* Bump frontend.

* Add file type info for file inputs.

---------

Co-authored-by: Christian Byrne <cbyrne@comfy.org>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
Co-authored-by: Chenlei Hu <hcl@comfy.org>
Co-authored-by: thot experiment <94414189+thot-experiment@users.noreply.github.com>
Co-authored-by: comfyanonymous <comfyanonymous@protonmail.com>
Co-authored-by: AustinMroz <austinmroz@utexas.edu>
Co-authored-by: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>
Co-authored-by: Benjamin Lu <benceruleanlu@proton.me>
Co-authored-by: Andrew Kvochko <kvochko@users.noreply.github.com>
Co-authored-by: Pam <42671363+pamparamm@users.noreply.github.com>
Co-authored-by: chaObserv <154517000+chaObserv@users.noreply.github.com>
Co-authored-by: Yoland Yan <4950057+yoland68@users.noreply.github.com>
Co-authored-by: guill <guill@users.noreply.github.com>
Co-authored-by: Terry Jia <terryjia88@gmail.com>
Co-authored-by: Silver <65376327+silveroxides@users.noreply.github.com>
Co-authored-by: catboxanon <122327233+catboxanon@users.noreply.github.com>
Co-authored-by: liesen <liesen.dev@gmail.com>
Co-authored-by: Kohaku-Blueleaf <59680068+KohakuBlueleaf@users.noreply.github.com>
Co-authored-by: blepping <157360029+blepping@users.noreply.github.com>
Co-authored-by: Changrz <51637999+WhiteGiven@users.noreply.github.com>
Co-authored-by: WhiteGiven <c15838568211@163.com>
Co-authored-by: seed93 <liangding1990@163.com>
2025-05-27 03:00:58 -04:00
filteredandGitHub 3a10b9641c [BugFix] Update frontend to 1.20.6 (#8296) 2025-05-27 02:47:06 -04:00
comfyanonymousandGitHub 89a84e32d2 Disable initial GPU load when novram is used. (#8294) 2025-05-26 16:39:27 -04:00
comfyanonymousandGitHub e5799c4899 Enable pytorch attention by default on AMD gfx1151 (#8282) 2025-05-26 04:29:25 -04:00
comfyanonymousandGitHub a0651359d7 Return proper error if diffusion model not detected properly. (#8272) 2025-05-25 05:28:11 -04:00
comfyanonymous ad3bd8aa49 ComfyUI version 0.3.36 2025-05-24 17:30:37 -04:00
comfyanonymousandGitHub 5a87757ef9 Better error if sageattention is installed but a dependency is missing. (#8264) 2025-05-24 06:43:12 -04:00
Christian ByrneandGitHub 464aece92b update frontend package to v1.20.5 (#8260) 2025-05-23 21:53:49 -07:00
comfyanonymousandGitHub 0b50d4c0db Add argument to explicitly enable fp8 compute support. (#8257)
This can be used to test if your current GPU/pytorch version supports fp8 matrix mult in combination with --fast or the fp8_e4m3fn_fast dtype.
2025-05-23 17:43:50 -04:00
drheadandGitHub 30b2eb8a93 create arange on-device (#8255) 2025-05-23 16:15:06 -04:00
comfyanonymousandGitHub f85c08df06 Make VACE conditionings stackable. (#8240) 2025-05-22 19:22:26 -04:00
comfyanonymousandGitHub 4202e956a0 Add append feature to conditioning_set_values (#8239)
Refactor unclipconditioning node.
2025-05-22 08:11:13 -04:00
Terry JiaandGitHub b838c36720 remove mtl from 3d model file list (#8192) 2025-05-22 08:08:36 -04:00
Chenlei HuandGitHub fc39184ea9 Update frontend to 1.20 (#8232) 2025-05-22 02:24:36 -04:00
ComfyUI WikiandGitHub ded60c33a0 Update templates to 0.1.18 (#8224) 2025-05-21 11:40:08 -07:00
Michael AbrahamsandGitHub 8bb858e4d3 Improve performance with large number of queued prompts (#8176)
* get_current_queue_volatile

* restore get_current_queue method

* remove extra import
2025-05-21 05:14:17 -04:00
编程界的小学生andGitHub 57893c843f Code Optimization and Issues Fixes in ComfyUI server (#8196)
* Update server.py

* Update server.py
2025-05-21 04:59:42 -04:00
Jedrzej KosinskiandGitHub 65da29aaa9 Make torch.compile LoRA/key-compatible (#8213)
* Make torch compile node use wrapper instead of object_patch for the entire diffusion_models object, allowing key assotiations on diffusion_models to not break (loras, getting attributes, etc.)

* Moved torch compile code into comfy_api so it can be used by custom nodes with a degree of confidence

* Refactor set_torch_compile_wrapper to support a list of keys instead of just diffusion_model, as well as additional torch.compile args

* remove unused import

* Moved torch compile kwargs to be stored in model_options instead of attachments; attachments are more intended for things to be 'persisted', AKA not deepcopied

* Add some comments

* Remove random line of code, not sure how it got there
2025-05-21 04:56:56 -04:00
comfyanonymous 10024a38ea ComfyUI version v0.3.35 2025-05-21 04:50:37 -04:00
comfyanonymousandGitHub 87f9130778 Revert "This doesn't seem to be needed on chroma. (#8209)" (#8210)
This reverts commit 7e84bf5373.
2025-05-20 05:39:55 -04:00
comfyanonymousandGitHub 7e84bf5373 This doesn't seem to be needed on chroma. (#8209) 2025-05-20 05:29:23 -04:00
filteredandGitHub 4f3b50ba51 Update README ROCm text to match link (#8199)
- Follow-up on #8198
2025-05-19 16:40:55 -04:00
comfyanonymousandGitHub e930a387d6 Update AMD instructions in README. (#8198) 2025-05-19 04:58:41 -04:00
comfyanonymousandGitHub d8e5662822 Remove default delimiter. (#8183) 2025-05-18 04:12:12 -04:00
LaVie024andGitHub 3d44a09812 Update nodes_string.py (#8173) 2025-05-18 04:11:11 -04:00
comfyanonymousandGitHub 62690eddec Node to add pixel space noise to an image. (#8182) 2025-05-18 04:09:56 -04:00
Christian ByrneandGitHub 05eb10b43a Validate video inputs (#8133)
* validate kling lip sync input video

* add tooltips

* update duration estimates

* decrease epsilon

* fix rebase error
2025-05-18 04:08:47 -04:00
SilverandGitHub f5e4e976f4 Add missing category for T5TokenizerOption (#8177)
Change it if you need to but it should at least have a category.
2025-05-18 02:59:06 -04:00
comfyanonymousandGitHub aee2908d03 Remove useless log. (#8166) 2025-05-17 06:27:34 -04:00
comfyanonymousandGitHub dc46db7aa4 Make ImagePadForOutpaint return a 3 channel mask. (#8157) 2025-05-16 15:15:55 -04:00
filteredandGitHub 7046983d95 Remove Desktop versioning claim from README (#8155) 2025-05-16 10:45:36 -07:00
comfyanonymousandGitHub 1c2d45d2b5 Fix typo in last PR. (#8144)
More robust model detection for future proofing.
2025-05-15 19:02:19 -04:00
c820ef950d Add Wan-FUN Camera Control models and Add WanCameraImageToVideo node (#8013)
* support wan camera models

* fix by ruff check

* change camera_condition type; make camera_condition optional

* support camera trajectory nodes

* fix camera direction

---------

Co-authored-by: Qirui Sun <sunqr0667@126.com>
2025-05-15 19:00:43 -04:00
comfyanonymousandGitHub 6a2e4bb9e0 Remove old hack used to fix windows pytorch 2.4 on the portable. (#8139)
Not necessary anymore.
2025-05-15 08:21:47 -04:00
Christian ByrneandGitHub f1f9763b4c Add get_duration method to Comfy VIDEO type (#8122)
* get duration from VIDEO type

* video get_duration unit test

* fix Windows unit test: can't delete opened temp file
2025-05-15 00:11:41 -04:00
comfyanonymousandGitHub 08368f8e00 Update comment on ROCm pytorch attention in README. (#8123) 2025-05-14 17:54:50 -04:00
Christian ByrneandGitHub f3ff5c40db don't retry if API returns task failure (#8111) 2025-05-14 01:28:30 -04:00
Christian ByrneandGitHub 98ff01e148 Display progress and result URL directly on API nodes (#8102)
* [Luma] Print download URL of successful task result directly on nodes (#177)

[Veo] Print download URL of successful task result directly on nodes (#184)

[Recraft] Print download URL of successful task result directly on nodes (#183)

[Pixverse] Print download URL of successful task result directly on nodes (#182)

[Kling] Print download URL of successful task result directly on nodes (#181)

[MiniMax] Print progress text and download URL of successful task result directly on nodes (#179)

[Docs] Link to docs in `API_NODE` class property type annotation comment (#178)

[Ideogram] Print download URL of successful task result directly on nodes (#176)

[Kling] Print download URL of successful task result directly on nodes (#181)

[Veo] Print download URL of successful task result directly on nodes (#184)

[Recraft] Print download URL of successful task result directly on nodes (#183)

[Pixverse] Print download URL of successful task result directly on nodes (#182)

[MiniMax] Print progress text and download URL of successful task result directly on nodes (#179)

[Docs] Link to docs in `API_NODE` class property type annotation comment (#178)

[Luma] Print download URL of successful task result directly on nodes (#177)

[Ideogram] Print download URL of successful task result directly on nodes (#176)

Show output URL and progress text on Pika nodes (#168)

[BFL] Print download URL of successful task result directly on nodes (#175)

[OpenAI ] Print download URL of successful task result directly on nodes (#174)

* fix ruff errors

* fix 3.10 syntax error
2025-05-14 00:33:18 -04:00
thot experimentandGitHub bab836d88d rework client.py to be more robust, add logging of api requests (#7988)
* rework how errors are handled on the client side

* add logging to /temp

* fix ruff

* fix rebase, stupid vscode gui
2025-05-13 20:42:29 -04:00
comfyanonymousandGitHub 4a9014e201 Hunyuan Custom initial untested implementation. (#8101) 2025-05-13 15:53:47 -04:00
thot experimentandGitHub 8a7c894d54 fix negative momentum (#8100) 2025-05-13 10:50:32 -07:00
comfyanonymousandGitHub a814f2e8cc Fix issue with old pytorch RMSNorm. (#8095) 2025-05-13 07:54:28 -04:00
comfyanonymousandGitHub 481732a0ed Support official ACE Step loras. (#8094) 2025-05-13 07:32:16 -04:00
Christian ByrneandGitHub 2156ce9453 add comment about using api key in headless (#8082) 2025-05-12 23:06:44 -04:00
thot experimentandGitHub 4136502b7a implement APG guidance (#8081)
* first pass at impementing AGP

* rename, cleanup code

* fix ruff

* fix modified cond to match ref impl better, support different cond arity
2025-05-12 21:10:24 -04:00
Terry JiaandGitHub 9ad287ff20 add support to record video as output for 3d node (#7927)
* add support to record video as output for 3d node

* source format

* add support to record video for load3d animation node
2025-05-12 16:47:14 -04:00
Chenlei HuandGitHub f5cacaeb14 Update frontend to v1.19 (#8076)
* Update frontend to v1.19

* Update requirements.txt
2025-05-12 16:47:02 -04:00
Terry JiaandGitHub b7ed5f57bd string node (#7952) 2025-05-12 16:29:32 -04:00
thot experimentandGitHub b4abca828e add opus and mp3 to audio output node (#8019)
* first pass at opus and mp3 as well as migrating flac to pyav

* minor mp3 encoding fix

* fix ruff

* delete dead code

* split out save audio to separate nodes per filetype

* fix ruff
2025-05-12 16:00:01 -04:00
comfyanonymous 158419f3a0 ComfyUI version 0.3.34 2025-05-12 15:58:28 -04:00
comfyanonymousandGitHub 640c47e7de Fix torch warning about deprecated function. (#8075)
Drop support for torch versions below 2.2 on the audio VAEs.
2025-05-12 14:32:01 -04:00
Christian ByrneandGitHub 31e9e36c94 remove aspect ratio from kling request (#8062) 2025-05-12 13:32:24 -04:00
comfyanonymousandGitHub 577de83ca9 ACE VAE works in fp16. (#8055) 2025-05-11 04:58:00 -04:00
3535909eb8 Add support for Comfy API keys (#8041)
* Handle Comfy API key based authorizaton (#167)

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>

* Bump frontend version to include API key features (#170)

* bump templates version

---------

Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2025-05-10 22:10:58 -04:00
Christian ByrneandGitHub 235d3901fc Add method to stream text to node UI (#8018)
* show text progress preview

* include node id in message
2025-05-10 20:40:02 -04:00
comfyanonymousandGitHub d42613686f Fix issue with fp8 ops on some models. (#8045)
_scaled_mm errors when an input is non contiguous.
2025-05-10 07:52:56 -04:00
PamandGitHub 1b3bf0a5da Fix res_multistep_ancestral sampler (#8030) 2025-05-09 20:14:13 -04:00
Christian ByrneandGitHub ae60b150e5 update node tooltips and validation (#8036) 2025-05-09 20:02:45 -04:00
bleppingandGitHub 42da274717 Use normal ComfyUI attention in ACE-Steps model (#8023)
* Use normal ComfyUI attention in ACE-Steps model

* Let optimized_attention handle output reshape for ACE
2025-05-09 13:51:02 -04:00
thot experimentandGitHub 28f178a840 move SVG to core (#7982)
* move SVG to core

* fix workflow embedding w/ unicode characters
2025-05-09 13:46:34 -04:00
comfyanonymousandGitHub 8ab15c863c Add --mmap-torch-files to enable use of mmap when loading ckpt/pt (#8021) 2025-05-09 04:52:47 -04:00
comfyanonymousandGitHub 924d771e18 Add ACE Step to README. (#8005) 2025-05-08 08:40:57 -04:00
comfyanonymous 02a1b01aad ComfyUI version 0.3.33 2025-05-08 07:36:48 -04:00
comfyanonymousandGitHub a692c3cca4 Make ACE VAE tiling work. (#8004) 2025-05-08 07:25:45 -04:00
comfyanonymousandGitHub 5d3cc85e13 Make japanese hiragana and katakana characters work with ACE. (#7997) 2025-05-08 03:32:36 -04:00
comfyanonymousandGitHub c7c025b8d1 Adjust memory estimation code for ACE VAE. (#7990) 2025-05-08 01:22:23 -04:00
comfyanonymousandGitHub fd08e39588 Make torchaudio not a hard requirement. (#7987)
Some platforms can't install it apparently so if it's not there it should
only break models that actually use it.
2025-05-07 21:37:12 -04:00
comfyanonymousandGitHub 56b6ee6754 Detection code to make ltxv models without config work. (#7986) 2025-05-07 21:28:24 -04:00
comfyanonymousandGitHub cc33cd3422 Experimental lyrics strength for ACE. (#7984) 2025-05-07 19:22:07 -04:00
comfyanonymousandGitHub b9980592c4 Refuse to load api nodes on old pyav version. (#7981) 2025-05-07 17:27:16 -04:00
comfyanonymousandGitHub 16417b40d9 Initial ACE-Step model implementation. (#7972) 2025-05-07 08:33:34 -04:00
comfyanonymousandGitHub 271c9c5b9e Better mem estimation for the LTXV 13B model. (#7963) 2025-05-06 09:52:37 -04:00
comfyanonymousandGitHub a4e679765e Change chroma to use Flux shift. (#7961) 2025-05-06 09:00:01 -04:00
comfyanonymous 0cf2e46b17 ComfyUI version 0.3.32 2025-05-06 07:39:54 -04:00
comfyanonymousandGitHub 094e9ef126 Add a way to disable api nodes: --disable-api-nodes (#7960) 2025-05-06 04:53:53 -04:00
1271c4ef9d More API Nodes (#7956)
* Add Ideogram generate node.

* Add staging api.

* Add API_NODE and common error for missing auth token (#5)

* Add Minimax Video Generation + Async Task queue polling example (#6)

* [Minimax] Show video preview and embed workflow in ouput (#7)

* Remove uv.lock

* Remove polling operations.

* Revert "Remove polling operations."

* Update stubs.

* Added Ideogram and Minimax back in.

* Added initial BFL Flux 1.1 [pro] Ultra node (#11)

* Add --comfy-api-base launch arg (#13)

* Add instructions for staging development. (#14)

* remove validation to make it easier to run against LAN copies of the API

* Manually add BFL polling status response schema (#15)

* Add function for uploading files. (#18)

* Add Luma nodes (#16)

* Refactor util functions (#20)

* Add VIDEO type (#21)

* Add rest of Luma node functionality (#19)

* Fix image_luma_ref not working (#28)

* [Bug] Remove duplicated option T2V-01 in MinimaxTextToVideoNode (#31)

* Add utils to map from pydantic model fields to comfy node inputs (#30)

* add veo2, bump av req (#32)

* Add Recraft nodes (#29)

* Add Kling Nodes (#12)

* Add Camera Concepts (luma_concepts) to Luma Video nodes (#33)

* Add Runway nodes (#17)

* Convert Minimax node to use VIDEO output type (#34)

* Standard `CATEGORY` system for api nodes (#35)

* Set `Content-Type` header when uploading files (#36)

* add better error propagation to veo2 (#37)

* Add Realistic Image and Logo Raster styles for Recraft v3 (#38)

* Fix runway image upload and progress polling (#39)

* Fix image upload for Luma: only include `Content-Type` header field if it's set explicitly (#40)

* Moved Luma nodes to nodes_luma.py (#47)

* Moved Recraft nodes to nodes_recraft.py (#48)

* Add Pixverse nodes (#46)

* Move and fix BFL nodes to node_bfl.py (#49)

* Move and edit Minimax node to nodes_minimax.py (#50)

* Add Minimax Image to Video node + Cleanup (#51)

* Add Recraft Text to Vector node, add Save SVG node to handle its output (#53)

* Added pixverse_template support to Pixverse Text to Video node (#54)

* Added Recraft Controls + Recraft Color RGB nodes (#57)

* split remaining nodes out of nodes_api, make utility lib, refactor ideogram (#61)

* Add types and doctstrings to utils file (#64)

* Fix: `PollingOperation` progress bar update progress by absolute value (#65)

* Use common download function in kling nodes module (#67)

* Fix: Luma video nodes in `api nodes/image` category (#68)

* Set request type explicitly (#66)

* Add `control_after_generate` to all seed inputs (#69)

* Fix bug: deleting `Content-Type` when property does not exist (#73)

* Add preview to Save SVG node (#74)

* change default poll interval (#76), rework veo2

* Add Pixverse and updated Kling types (#75)

* Added Pixverse Image to VIdeo node (#77)

* Add Pixverse Transition Video node (#79)

* Proper ray-1-6 support as fix has been applied in backend (#80)

* Added Recraft Style - Infinite Style Library node (#82)

* add ideogram v3 (#83)

* [Kling] Split Camera Control config to its own node (#81)

* Add Pika i2v and t2v nodes (#52)

* Temporary Fix for Runway (#87)

* Added Stability Stable Image Ultra node (#86)

* Remove Runway nodes (#88)

* Fix: Prompt text can't be validated in Kling nodes when using primitive nodes (#90)

* Fix: typo in node name "Stabiliy" => "Stability" (#91)

* Add String (Multiline) node (#93)

* Update Pika Duration and Resolution options (#94)

* Change base branch to master. Not main. (#95)

* Fix UploadRequest file_name param (#98)

* Removed Infinite Style Library until later (#99)

* fix ideogram style types (#100)

* fix multi image return (#101)

* add metadata saving to SVG (#102)

* Bump templates version to include API node template workflows (#104)

* Fix: `download_url_to_video_output` return type (#103)

* fix 4o generation bug (#106)

* Serve SVG files directly (#107)

* Add a bunch of nodes, 3 ready to use, the rest waiting for endpoint support (#108)

* Revert "Serve SVG files directly" (#111)

* Expose 4 remaining Recraft nodes (#112)

* [Kling] Add `Duration` and `Video ID` outputs (#105)

* Fix: datamodel-codegen sets string#binary type to non-existent `bytes_aliased` variable  (#114)

* Fix: Dall-e 2 not setting request content-type dynamically (#113)

* Default request timeout: one hour. (#116)

* Add Kling nodes: camera control, start-end frame, lip-sync, video extend (#115)

* Add 8 nodes - 4 BFL, 4 Stability (#117)

* Fix error for Recraft ImageToImage error for nonexistent random_seed param (#118)

* Add remaining Pika nodes (#119)

* Make controls input work for Recraft Image to Image node (#120)

* Use upstream PR: Support saving Comfy VIDEO type to buffer (#123)

* Use Upstream PR: "Fix: Error creating video when sliced audio tensor chunks are non-c-contiguous" (#127)

* Improve audio upload utils (#128)

* Fix: Nested `AnyUrl` in request model cannot be serialized (Kling, Runway) (#129)

* Show errors and API output URLs to the user (change log levels) (#131)

* Fix: Luma I2I fails when weight is <=0.01 (#132)

* Change category of `LumaConcepts` node from image to video (#133)

* Fix: `image.shape` accessed before `image` is null-checked (#134)

* Apply small fixes and most prompt validation (if needed to avoid API error) (#135)

* Node name/category modifications (#140)

* Add back Recraft Style - Infinite Style Library node (#141)

* Fixed Kling: Check attributes of pydantic types. (#144)

* Bump `comfyui-workflow-templates` version (#142)

* [Kling] Print response data when error validating response (#146)

* Fix: error validating Kling image response, trying to use `"key" in` on Pydantic class instance (#147)

* [Kling] Fix: Correct/verify supported subset of input combos in Kling nodes (#149)

* [Kling] Fix typo in node description (#150)

* [Kling] Fix: CFG min/max not being enforced (#151)

* Rebase launch-rebase (private) on prep-branch (public copy of master) (#153)

* Bump templates version (#154)

* Fix: Kling image gen nodes don't return entire batch when `n` > 1 (#152)

* Remove pixverse_template from PixVerse Transition Video node (#155)

* Invert image_weight value on Luma Image to Image node (#156)

* Invert and resize mask for Ideogram V3 node to match masking conventions (#158)

* [Kling] Fix: image generation nodes not returning Tuple (#159)

* [Bug] [Kling] Fix Kling camera control (#161)

* Kling Image Gen v2 + improve node descriptions for Flux/OpenAI (#160)

* [Kling] Don't return video_id from dual effect video (#162)

* Bump frontend to 1.18.8 (#163)

* Use 3.9 compat syntax (#164)

* Use Python 3.10

* add example env var

* Update templates to 0.1.11

* Bump frontend to 1.18.9

---------

Co-authored-by: Robin Huang <robin.j.huang@gmail.com>
Co-authored-by: Christian Byrne <cbyrne@comfy.org>
Co-authored-by: thot experiment <94414189+thot-experiment@users.noreply.github.com>
2025-05-06 04:23:00 -04:00
comfyanonymousandGitHub d9c80a85e5 This should not be a warning. (#7946) 2025-05-05 07:49:07 -04:00
Christian ByrneandGitHub 3e62c5513a make audio chunks contiguous before encoding (#7942) 2025-05-04 23:27:23 -04:00
Christian ByrneandGitHub cd18582578 Support saving Comfy VIDEO type to buffer (#7939)
* get output format when saving to buffer

* add unit tests for writing to file or stream with correct fmt

* handle `to_format=None`

* fix formatting
2025-05-04 23:26:57 -04:00
comfyanonymousandGitHub 80a44b97f5 Change lumina to native RMSNorm. (#7935) 2025-05-04 06:39:23 -04:00
comfyanonymousandGitHub 9187a09483 Change cosmos and hydit models to use the native RMSNorm. (#7934) 2025-05-04 06:26:20 -04:00
comfyanonymousandGitHub 3041e5c354 Switch mochi and wan modes to use pytorch RMSNorm. (#7925)
* Switch genmo model to native RMSNorm.

* Switch WAN to native RMSNorm.
2025-05-03 19:07:55 -04:00
comfyanonymous 7689917113 ComfyUI version 0.3.31 2025-05-03 00:34:01 -04:00
comfyanonymousandGitHub 486ad8fdc5 Fix updater issue with newer portable. (#7917) 2025-05-03 00:28:10 -04:00
Terry JiaandGitHub 065d855f14 upstream Preview Any from rgthree-comfy (#7815)
* upstream Preview Any from rgthree-comfy

* use IO.ANY
2025-05-02 13:15:54 -04:00
Chenlei HuandGitHub 530494588d [BugFix] Update frontend 1.18.6 (#7910) 2025-05-02 13:14:52 -04:00
Kohaku-BlueleafandGitHub 2ab9618732 Fix the bugs in OFT/BOFT moule (#7909)
* Correct calculate_weight and load for OFT

* Correct calculate_weight and loading for BOFT
2025-05-02 13:12:37 -04:00
catboxanonandGitHub d9a87c1e6a Fix outdated comment about Internet connectivity (#7827) 2025-05-02 05:28:27 -04:00
551fe8dcee Add node to extend sigmas (#7901)
* Add ExpandSigmas node

* Rename, add interpolation functions

Co-authored-by: liesen <liesen.dev@gmail.com>

* Move computed interpolation outside loop

* Add type hints

---------

Co-authored-by: liesen <liesen.dev@gmail.com>
2025-05-02 05:28:05 -04:00
comfyanonymousandGitHub ff99861650 Make clipsave work with more TE models. (#7908) 2025-05-02 05:15:32 -04:00
catboxanonandGitHub 8d0661d0ba Lint instance methods (#7903) 2025-05-01 19:32:04 -04:00
Chenlei HuandGitHub 6d32dc049e Update frontend to v1.18 (#7898) 2025-05-01 10:57:54 -04:00
comfyanonymousandGitHub aa9d759df3 Switch ltxv to use the pytorch RMSNorm. (#7897) 2025-05-01 06:33:42 -04:00
Christian ByrneandGitHub c6c19e9980 fix bug (#7894) 2025-05-01 03:24:32 -04:00
comfyanonymous 08ff5fa08a Cleanup chroma PR. 2025-04-30 20:57:30 -04:00
SilverandGitHub 4ca3d84277 Support for Chroma - Flux1 Schnell distilled with CFG (#7355)
* Upload files for Chroma Implementation

* Remove trailing whitespace

* trim more trailing whitespace..oops

* remove unused imports

* Add supported_inference_dtypes

* Set min_length to 0 and remove attention_mask=True

* Set min_length to 1

* get_mdulations added from blepping and minor changes

* Add lora conversion if statement in lora.py

* Update supported_models.py

* update model_base.py

* add uptream commits

* set modelType.FLOW, will cause beta scheduler to work properly

* Adjust memory usage factor and remove unnecessary code

* fix mistake

* reduce code duplication

* remove unused imports

* refactor for upstream sync

* sync chroma-support with upstream via syncbranch patch

* Update sd.py

* Add Chroma as option for the OptimalStepsScheduler node
2025-04-30 20:57:00 -04:00
comfyanonymousandGitHub 39c27a3705 Add updater test to stable release workflow. (#7887) 2025-04-30 14:42:18 -04:00
comfyanonymousandGitHub b1c7291569 Test updater in the windows release workflow. (#7886) 2025-04-30 14:18:20 -04:00
comfyanonymousandGitHub dbc726f80c Better vace memory estimation. (#7875) 2025-04-29 20:42:00 -04:00
comfyanonymousandGitHub 7ee96455e2 Bump minimum pyav version to 14.2.0 (#7874) 2025-04-29 20:38:45 -04:00
comfyanonymousandGitHub 0a66d4b0af Per device stream counters for async offload. (#7873) 2025-04-29 20:28:52 -04:00
Terry JiaandGitHub 5c5457a4ef support more example folders (#7836)
* support more example folders

* add warning message
2025-04-29 11:28:04 -04:00
Chenlei HuandGitHub 45503f6499 Add release process section to README (#7855)
* Add release process section to README

* move

* Update README.md
2025-04-29 06:32:34 -04:00
comfyanonymousandGitHub 005a91ce2b Latest desktop and portable should work on blackwell. (#7861)
Removed the mention about the cards from the readme.
2025-04-29 06:29:38 -04:00
guillandGitHub 68f0d35296 Add support for VIDEO as a built-in type (#7844)
* Add basic support for videos as types

This PR adds support for VIDEO as first-class types. In order to avoid
unnecessary costs, VIDEO outputs must implement the `VideoInput` ABC,
but their implementation details can vary. Included are two
implementations of this type which can be returned by other nodes:

* `VideoFromFile` - Created with either a path on disk (as a string) or
  a `io.BytesIO` containing the contents of a file in a supported format
  (like .mp4). This implementation won't actually load the video unless
  necessary. It will also avoid re-encoding when saving if possible.
* `VideoFromComponents` - Created from an image tensor and an optional
  audio tensor.

Currently, only h264 encoded videos in .mp4 containers are supported for
saving, but the plan is to add additional encodings/containers in the
near future (particularly .webm).

* Add optimization to avoid parsing entire video

* Improve type declarations to reduce warnings

* Make sure bytesIO objects can be read many times

* Fix a potential issue when saving long videos

* Fix incorrect type annotation

* Add a `LoadVideo` node to make testing easier

* Refactor new types out of the base comfy folder

I've created a new `comfy_api` top-level module. The intention is that
anything within this folder would be covered by semver-style versioning
that would allow custom nodes to rely on them not introducing breaking
changes.

* Fix linting issue
2025-04-29 05:58:00 -04:00
comfyanonymousandGitHub 83d04717b6 Support HiDream E1 model. (#7857) 2025-04-28 15:01:15 -04:00
Yoland YanandGitHub 7d329771f9 Add moderation level option to OpenAIGPTImage1 node and update api_call method signature (#7804) 2025-04-28 13:59:22 -04:00
chaObservandGitHub c15909bb62 CFG++ for gradient estimation sampler (#7809) 2025-04-28 13:51:35 -04:00
Andrew KvochkoandGitHub 772b4c5945 ltxv: overwrite existing mask on conditioned frame. (#7845)
This commit overwrites the noise mask on the latent frame that is being
conditioned with keyframe conditioning, setting it to one.
2025-04-28 13:42:04 -04:00
comfyanonymousandGitHub 5a50c3c7e5 Fix stream priority to support older pytorch. (#7856) 2025-04-28 13:07:21 -04:00
PamandGitHub 30159a7fe6 Save v pred zsnr metadata (#7840) 2025-04-28 13:03:21 -04:00
Andrew KvochkoandGitHub cb9ac3db58 ltxv: add strength parameter to conditioning. (#7849)
This commit adds strength parameter to the LTXVImgToVideo node.
2025-04-28 12:59:17 -04:00
Benjamin LuandGitHub 8115a7895b Add /api/v2/userdata endpoint (#7817)
* Add list_userdata_v2

* nit

* nit

* nit

* nit

* please set me free

* \\\\

* \\\\
2025-04-27 20:06:55 -04:00
comfyanonymousandGitHub c8cd7ad795 Use stream for casting if enabled. (#7833) 2025-04-27 05:38:11 -04:00
comfyanonymousandGitHub 542b4b36b6 Prevent custom nodes from hooking certain functions. (#7825) 2025-04-26 20:52:56 -04:00
comfyanonymousandGitHub ac10a0d69e Make loras work with --async-offload (#7824) 2025-04-26 19:56:22 -04:00
comfyanonymousandGitHub 0dcc75ca54 Add experimental --async-offload lowvram weight offloading. (#7820)
This should speed up the lowvram mode a bit. It currently is only enabled when --async-offload is used but it will be enabled by default in the future if there are no problems.
2025-04-26 16:11:21 -04:00
comfyanonymousandGitHub b685b8a4e0 Update portable package workflow to cu128 (#7812) 2025-04-26 04:43:12 -04:00
comfyanonymousandGitHub 23e39f2ba7 Add a T5TokenizerOptions node to set options for the T5 tokenizer. (#7803) 2025-04-25 19:36:00 -04:00
AustinMrozandGitHub 78992c4b25 [NodeDef] Add documentation on widgetType (#7768)
* [NodeDef] Add documentation on widgetType

* Document required version for widgetType
2025-04-25 13:35:07 -04:00
comfyanonymous f935d42d8e Support SimpleTuner lycoris lora format for HiDream. 2025-04-25 03:11:14 -04:00
comfyanonymous a97f2f850a ComfyUI version 0.3.30 2025-04-24 16:03:01 -04:00
comfyanonymousandGitHub 5acb705857 Switch LTXVPreprocess to libx264 (#7776) 2025-04-24 13:58:31 -04:00
thot experimentandGitHub 5c80da31db fix multiple image return from api nodes (#7772) 2025-04-24 03:29:05 -04:00
thot experimentandGitHub e2eed9eb9b throw away alpha channel in clip vision preprocessor (#7769)
saves users having to explicitly discard the channel
2025-04-23 21:28:36 -04:00
filteredandGitHub 11b68ebd22 [BugFix] Update frontend to 1.17.11 (#7766) 2025-04-23 18:16:12 -04:00
thot experimentandGitHub 188b383c35 change timeout to 7 days (#7765) 2025-04-23 17:53:34 -04:00
thot experimentandGitHub 2c1d686ec6 implement multi image prompting for gpt-image-1 and fix transparency in outputs (#7763)
* implement multi image prompting for GPTI Image 1

* fix transparency not working

* fix ruff
2025-04-23 16:10:10 -04:00
filteredandGitHub e8ddc2be95 [BugFix] Update frontend to 1.17.10 (#7762) 2025-04-23 16:02:41 -04:00
dea1c7474a Add support for API Nodes in ComfyUI. (#7726)
* Add Ideogram generate node.

* Add staging api.

* COMFY_API_NODE_NAME node property

* switch to boolean flag and use original node name for id

* add optional to type

* Add API_NODE and common error for missing auth token (#5)

* Add Minimax Video Generation + Async Task queue polling example (#6)

* [Minimax] Show video preview and embed workflow in ouput (#7)

* [API Nodes] Send empty request body instead of empty dictionary. (#8)

* Fixed: removed function from rebase.

* Add pydantic.

* Remove uv.lock

* Remove polling operations.

* Update stubs workflow.

* Remove polling comments.

* Update stubs.

* Use pydantic v2.

* Use pydantic v2.

* Add basic OpenAITextToImage node

* Add.

* convert image to tensor.

* Improve types.

* Ruff.

* Push tests.

* Handle multi-form data.

- Don't set content-type for multi-part/form
- Use data field instead of JSON

* Change to api.comfy.org

* Handle error code 409.

* separate out nodes per openai model

* Update error message.

* fix wrong output type

* re-categorize nodes, remove ideogram (for now)

* oops, fix mappings

* fix ruff

* Update frontend  to 1.17.9

* embargo lift rename nodes

* remove unused autogenerated model code

* fix API type error and add b64 support for 4o

* fix ruff

* oops forgot mask scaling code

* Remove unused types.

---------

Co-authored-by: bymyself <cbyrne@comfy.org>
Co-authored-by: Yoland Y <4950057+yoland68@users.noreply.github.com>
Co-authored-by: thot-experiment <thot@thiic.cc>
2025-04-23 15:38:34 -04:00
comfyanonymousandGitHub 154f2911aa Lower size of release package more. (#7754) 2025-04-23 06:33:09 -04:00
comfyanonymousandGitHub 3eaad0590e Lower size of release package. (#7751) 2025-04-23 05:47:09 -04:00
comfyanonymousandGitHub 7eaff81be1 fp16 accumulation can now be enabled on the stable package. (#7750) 2025-04-23 05:28:24 -04:00
comfyanonymousandGitHub 21a11ef817 Pytorch stable 2.7 is out and support cu128 (#7749) 2025-04-23 05:12:59 -04:00
comfyanonymousandGitHub 552615235d Fix for dino lowvram. (#7748) 2025-04-23 04:12:52 -04:00
0738e4ea5d [API nodes] Add backbone for supporting api nodes in ComfyUI (#7745)
* Add Ideogram generate node.

* Add staging api.

* COMFY_API_NODE_NAME node property

* switch to boolean flag and use original node name for id

* add optional to type

* Add API_NODE and common error for missing auth token (#5)

* Add Minimax Video Generation + Async Task queue polling example (#6)

* [Minimax] Show video preview and embed workflow in ouput (#7)

* [API Nodes] Send empty request body instead of empty dictionary. (#8)

* Fixed: removed function from rebase.

* Add pydantic.

* Remove uv.lock

* Remove polling operations.

* Update stubs workflow.

* Remove polling comments.

* Update stubs.

* Use pydantic v2.

* Use pydantic v2.

* Add basic OpenAITextToImage node

* Add.

* convert image to tensor.

* Improve types.

* Ruff.

* Push tests.

* Handle multi-form data.

- Don't set content-type for multi-part/form
- Use data field instead of JSON

* Change to api.comfy.org

* Handle error code 409.

* Remove nodes.

---------

Co-authored-by: bymyself <cbyrne@comfy.org>
Co-authored-by: Yoland Y <4950057+yoland68@users.noreply.github.com>
2025-04-23 02:18:08 -04:00
Alex ButlerandGitHub 92cdc692f4 Replace aom-av1 with svt-av1 for saving webm videos, use preset 6 + yuv420p10le pixel format (#7736)
* Add support for saving svt-av1 webm videos & yuv420p10le pixel format

* Replace aom-av1 with svt-av1

Use yuv420p10le for av1
2025-04-22 17:57:17 -04:00
comfyanonymousandGitHub 2d6805ce57 Add option for using fp8_e8m0fnu for model weights. (#7733)
Seems to break every model I have tried but worth testing?
2025-04-22 06:17:38 -04:00
Kohaku-BlueleafandGitHub a8f63c0d5b Support dora_scale on both axis (#7727) 2025-04-22 05:01:27 -04:00
Terry JiaandGitHub 454a635c1b upstream MaskPreview from ComfyUI_essentials (#7719) 2025-04-22 05:00:28 -04:00
Kohaku-BlueleafandGitHub 966c43ce26 Add OFT/BOFT algorithm in weight adapter (#7725) 2025-04-22 04:59:47 -04:00
comfyanonymousandGitHub 3ab231f01f Fix issue with WAN VACE implementation. (#7724) 2025-04-21 23:36:12 -04:00
Kohaku-BlueleafandGitHub 1f3fba2af5 Unified Weight Adapter system for better maintainability and future feature of Lora system (#7540) 2025-04-21 20:15:32 -04:00
comfyanonymousandGitHub 5d0d4ee98a Add strength control for vace. (#7717) 2025-04-21 19:36:20 -04:00
Alexander G. MoranoandGitHub 9d57b8afd8 Update nodes_primitive.py (#7716)
Allow FLOAT and INT types to support negative numbers. 
Caps the numbers at the user's own system min and max.
2025-04-21 18:51:31 -04:00
filteredandGitHub 5d51794607 Add node type hint for socketless option (#7714)
* Add node type hint for socketless option

* nit - Doc
2025-04-21 16:13:00 -04:00
comfyanonymousandGitHub ce22f687cc Support for WAN VACE preview model. (#7711)
* Support for WAN VACE preview model.

* Remove print.
2025-04-21 14:40:29 -04:00
Chenlei HuandGitHub b6fd3ffd10 Populate AUTH_TOKEN_COMFY_ORG hidden input (#7709) 2025-04-21 14:39:45 -04:00
comfyanonymousandGitHub 11b72c9c55 CLIPTextEncodeHiDream. (#7703) 2025-04-21 02:41:51 -04:00
comfyanonymousandGitHub 2c735c13b4 Slightly better fix for #7687 2025-04-20 11:33:27 -04:00
comfyanonymous fd27494441 Use empty t5 of size 128 for hidream, seems to give closer results. 2025-04-19 19:49:40 -04:00
power88andGitHub f43e1d7f41 Hidream: Allow loading hidream text encoders in CLIPLoader and DualCLIPLoader (#7676)
* Hidream: Allow partial loading text encoders

* reformat code for ruff check.
2025-04-19 19:47:30 -04:00
Yoland YanandGitHub 4486b0d0ff Update CODEOWNERS and add christian-byrne (#7663) 2025-04-19 17:23:31 -04:00
comfyanonymous 636d4bfb89 Fix hard crash when the spiece tokenizer path is bad. 2025-04-19 15:55:43 -04:00
Robin HuangandGitHub dc300a4569 Add wanfun template workflows. (#7678) 2025-04-19 15:21:46 -04:00
Chenlei HuandGitHub f3b09b9f2d [BugFix] Update frontend to 1.16.9 (#7655)
Backport https://github.com/Comfy-Org/ComfyUI_frontend/pull/3505
2025-04-18 15:12:42 -04:00
comfyanonymous 7ecd5e9614 Increase freq_cutoff in FreSca node. 2025-04-18 03:16:16 -04:00
CityandGitHub 2383a39e3b Replace CLIPType if with getattr (#7589)
* Replace CLIPType if with getattr

* Forgot to remove breakpoint from testing
2025-04-18 02:53:36 -04:00
Terry JiaandGitHub 34e06bf7ec add support to output camera state (#7582) 2025-04-18 02:52:18 -04:00
Chenlei HuandGitHub 55822faa05 [Type] Annotate graph.get_input_info (#7386)
* [Type] Annotate graph.get_input_info

* nit

* nit
2025-04-17 21:02:24 -04:00
comfyanonymous 880c205df1 Add hidream to readme. 2025-04-17 16:58:27 -04:00
comfyanonymous 3dc240d089 Make fresca work on multi dim. 2025-04-17 15:46:41 -04:00
BVHandGitHub 19373aee75 Add FreSca node (#7631) 2025-04-17 15:24:33 -04:00
comfyanonymous 93292bc450 ComfyUI version 0.3.29 2025-04-17 14:45:01 -04:00
05d5a75cdc Update frontend to 1.16 (Install templates as pip package) (#7623)
* install templates as pip package

* Update requirements.txt

* bump templates version to include hidream

---------

Co-authored-by: Chenlei Hu <hcl@comfy.org>
2025-04-17 14:25:33 -04:00
comfyanonymous eba7a25e7a Add WanFirstLastFrameToVideo node to use the new model. 2025-04-17 13:23:22 -04:00
comfyanonymous dbcfd092a2 Set default context_img_len to 257 2025-04-17 12:42:34 -04:00
comfyanonymous c14429940f Support loading WAN FLF model. 2025-04-17 12:04:48 -04:00
comfyanonymous 0d720e4367 Don't hardcode length of context_img in wan code. 2025-04-17 06:25:39 -04:00
comfyanonymous 1fc00ba4b6 Make hidream work with any latent resolution. 2025-04-16 18:34:14 -04:00
comfyanonymous 9899d187b1 Limit T5 to 128 tokens for HiDream: #7620 2025-04-16 18:07:55 -04:00
comfyanonymous f00f340a56 Reuse code from flux model. 2025-04-16 17:43:55 -04:00
Chenlei HuandGitHub cce1d9145e [Type] Mark input options NotRequired (#7614) 2025-04-16 15:41:00 -04:00
comfyanonymous b4dc03ad76 Fix issue on old torch. 2025-04-16 04:53:56 -04:00
comfyanonymous 9ad792f927 Basic support for hidream i1 model. 2025-04-15 17:35:05 -04:00
comfyanonymous 6fc5dbd52a Cleanup. 2025-04-15 12:13:28 -04:00
comfyanonymous 3e8155f7a3 More flexible long clip support.
Add clip g long clip support.

Text encoder refactor.

Support llama models with different vocab sizes.
2025-04-15 10:32:21 -04:00
comfyanonymous 8a438115fb add RMSNorm to comfy.ops 2025-04-14 18:00:33 -04:00
comfyanonymous a14c2fc356 ComfyUI version v0.3.28 2025-04-13 12:21:12 -07:00
9ee6ca99d8 add_optimalsteps (#7584)
Co-authored-by: bebebe666 <jianningpei@tencent.com>
2025-04-12 20:33:36 -04:00
comfyanonymous bb495cc9b8 Print python version in log. 2025-04-12 18:58:34 -04:00
chaObservandGitHub e51d9ba5fc Add SEEDS (stage 2 & 3 DP) sampler (#7580)
* Add seeds stage 2 & 3 (DP) sampler

* Change the name to SEEDS in comment
2025-04-12 18:36:08 -04:00
Christian ByrneandGitHub c87a06f934 Update filter_files_content_types to support filtering 3d models (#7572)
* support 3d model filtering

* fix lint error: blank line contains whitespace

* add model extensions to test runner mimetype cache manually

* use unittest.mock.patch

* remove mtl file from testcase (actually plaintext support file)
2025-04-12 18:30:39 -04:00
catboxanonandGitHub 1714a4c158 Add CublasOps support (#7574)
* CublasOps support

* Guard CublasOps behind --fast arg
2025-04-12 18:29:15 -04:00
Christian ByrneandGitHub 73ecb75a3d filter image files in load image dropdown (#7573) 2025-04-12 18:27:59 -04:00
comfyanonymous 22ad513c72 Refactor node cache code to more easily add other types of cache. 2025-04-11 07:16:52 -04:00
ChargeukandGitHub ed945a1790 Dependency Aware Node Caching for low RAM/VRAM machines (#7509)
* add dependency aware cache that removed a cached node as soon as all of its decendents have executed. This allows users with lower RAM to run workflows they would otherwise not be able to run. The downside is that every workflow will fully run each time even if no nodes have changed.

* remove test code

* tidy code
2025-04-11 06:55:51 -04:00
Chenlei HuandGitHub f9207c6936 Update frontend to 1.15 (#7564) 2025-04-11 06:46:20 -04:00
Christian ByrneandGitHub 8ad7477647 dont cache templates index (#7569) 2025-04-11 06:06:53 -04:00
Chenlei HuandGitHub 98bdca4cb2 Deprecate InputTypeOptions.defaultInput (#7551)
* Deprecate InputTypeOptions.defaultInput

* nit

* nit
2025-04-10 06:57:06 -04:00
comfyanonymous a26da20a76 Fix custom nodes not importing when path contains a dot. 2025-04-10 03:37:52 -04:00
Jedrzej KosinskiandGitHub e346d8584e Add prepare_sampling wrapper allowing custom nodes to more accurately report noise_shape (#7500) 2025-04-09 09:43:35 -04:00
comfyanonymous ab31b64412 Make "surface net" the default in the VoxelToMesh node. 2025-04-09 09:42:08 -04:00
thot experimentandGitHub fe29739c68 add VoxelToMesh node w/ surfacenet meshing (#7446)
* add VoxelToMesh node w/ surfacenet meshing

could delete the VoxelToMeshBasic node now probably?

* fix ruff
2025-04-09 09:41:03 -04:00
Chenlei HuandGitHub e8345a9b7b Align /prompt response schema (#7423) 2025-04-09 09:10:36 -04:00
comfyanonymousandGitHub 8c6b9f4481 Prevent custom nodes from accidentally overwriting global modules. (#7167)
* Prevent custom nodes from accidentally overwriting global modules.

* Improve.
2025-04-09 09:08:57 -04:00
Christian ByrneandGitHub cc7e023a4a handle palette mode in loadimage node (#7539) 2025-04-09 09:07:07 -04:00
comfyanonymous 2f7d8159c3 Show the user an error when the controlnet file is invalid. 2025-04-08 08:11:59 -04:00
comfyanonymous 70d7242e57 Support the wan fun reward loras. 2025-04-07 05:01:47 -04:00
comfyanonymous 49b732afd5 Show a proper error to the user when a vision model file is invalid. 2025-04-06 22:43:56 -04:00
comfyanonymous 3bfe4e5276 Support 512 siglip model. 2025-04-05 07:01:01 -04:00
Raphael WalkerandGitHub 89e4ea0175 Add activations_shape info in UNet models (#7482)
* Add activations_shape info in UNet models

* activations_shape should be a list
2025-04-04 21:27:54 -04:00
comfyanonymous 3a100b9a55 Disable partial offloading of audio VAE. 2025-04-04 21:24:56 -04:00
comfyanonymous 721253cb05 Fix problem. 2025-04-03 20:57:59 -04:00
comfyanonymous 3d2e3a6f29 Fix alpha image issue in more nodes. 2025-04-02 19:32:49 -04:00
2222cf67fd MLU memory optimization (#7470)
Co-authored-by: huzhan <huzhan@cambricon.com>
2025-04-02 19:24:04 -04:00
comfyanonymous ab5413351e Fix comment.
This function does not support quads.
2025-04-01 14:09:31 -04:00
Laurent ErignouxandGitHub 2b71aab299 User missing (#7439)
* Ensuring a 401 error is returned when user data is not found in multi-user context.

* Returning a 401 error when provided comfy-user does not exists on server side.
2025-04-01 13:53:52 -04:00
BVHandGitHub 301e26b131 Add option to store TE in bf16 (#7461) 2025-04-01 13:48:53 -04:00
comfyanonymous 548457bac4 Fix alpha channel mismatch on destination in ImageCompositeMasked 2025-03-31 20:59:12 -04:00
comfyanonymous 0b4584c741 Fix latent composite node not working when source has alpha. 2025-03-30 21:47:05 -04:00
comfyanonymous a3100c8452 Remove useless code. 2025-03-29 20:12:56 -04:00
Michael KupchickandGitHub 832fc02330 ltxv: fix preprocessing exception when compression is 0. (#7431) 2025-03-29 20:03:02 -04:00
comfyanonymous 2d17d8910c Don't error if wan concat image has extra channels. 2025-03-28 08:49:29 -04:00
Chenlei HuandGitHub a40fcfc2d5 Update frontend to 1.14.6 (#7416)
Cherry-pick the fix: https://github.com/Comfy-Org/ComfyUI_frontend/pull/3252
2025-03-28 02:27:01 -04:00
comfyanonymous 0a1f8869c9 Add WanFunInpaintToVideo node for the Wan fun inpaint models. 2025-03-27 11:13:27 -04:00
comfyanonymous 3661c833bc Support the WAN 2.1 fun control models.
Use the new WanFunControlToVideo node.
2025-03-26 19:54:54 -04:00
comfyanonymous 84fdaf7b0e Add CFGZeroStar node.
Works on all models that use a negative prompt but is meant for rectified
flow models.
2025-03-26 05:09:52 -04:00
comfyanonymous 8edc1f44c1 Support more float8 types. 2025-03-25 05:23:49 -04:00
comfyanonymous eade1551bb Add Hunyuan3D to readme. 2025-03-24 07:14:32 -04:00
comfyanonymous 581a9991ff Add model merging node for WAN 2.1 2025-03-23 08:06:36 -04:00
comfyanonymous e471c726e5 Fallback to pytorch attention if sage attention fails. 2025-03-22 15:45:56 -04:00
comfyanonymous 75c1c757d9 ComfyUI version v0.3.27 2025-03-21 20:09:54 -04:00
Chenlei HuandGitHub ce9b084279 [nit] Format error strings (#7345) 2025-03-21 19:08:25 -04:00
Terry JiaandGitHub 2206246055 support output normal and lineart once (#7290) 2025-03-21 16:24:13 -04:00
603 changed files with 294853 additions and 7939 deletions
+19 -1
View File
@@ -53,6 +53,16 @@ try:
repo.stash(ident)
except KeyError:
print("nothing to stash") # noqa: T201
except:
print("Could not stash, cleaning index and trying again.") # noqa: T201
repo.state_cleanup()
repo.index.read_tree(repo.head.peel().tree)
repo.index.write()
try:
repo.stash(ident)
except KeyError:
print("nothing to stash.") # noqa: T201
backup_branch_name = 'backup_branch_{}'.format(datetime.today().strftime('%Y-%m-%d_%H_%M_%S'))
print("creating backup branch: {}".format(backup_branch_name)) # noqa: T201
try:
@@ -63,7 +73,14 @@ except:
print("checking out master branch") # noqa: T201
branch = repo.lookup_branch('master')
if branch is None:
ref = repo.lookup_reference('refs/remotes/origin/master')
try:
ref = repo.lookup_reference('refs/remotes/origin/master')
except:
print("fetching.") # noqa: T201
for remote in repo.remotes:
if remote.name == "origin":
remote.fetch()
ref = repo.lookup_reference('refs/remotes/origin/master')
repo.checkout(ref)
branch = repo.lookup_branch('master')
if branch is None:
@@ -144,3 +161,4 @@ try:
shutil.copy(stable_update_script, stable_update_script_to)
except:
pass
+28
View File
@@ -0,0 +1,28 @@
As of the time of writing this you need this driver for best results:
https://www.amd.com/en/resources/support-articles/release-notes/RN-AMDGPU-WINDOWS-PYTORCH-7-1-1.html
HOW TO RUN:
If you have a AMD gpu:
run_amd_gpu.bat
If you have memory issues you can try disabling the smart memory management by running comfyui with:
run_amd_gpu_disable_smart_memory.bat
IF YOU GET A RED ERROR IN THE UI MAKE SURE YOU HAVE A MODEL/CHECKPOINT IN: ComfyUI\models\checkpoints
You can download the stable diffusion XL one from: https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/blob/main/sd_xl_base_1.0_0.9vae.safetensors
RECOMMENDED WAY TO UPDATE:
To update the ComfyUI code: update\update_comfyui.bat
TO SHARE MODELS BETWEEN COMFYUI AND ANOTHER UI:
In the ComfyUI directory you will find a file: extra_model_paths.yaml.example
Rename this file to: extra_model_paths.yaml and edit it with your favorite text editor.
@@ -1,2 +1,2 @@
.\python_embeded\python.exe -s ComfyUI\main.py --windows-standalone-build --fast fp16_accumulation
.\python_embeded\python.exe -s ComfyUI\main.py --windows-standalone-build --disable-smart-memory
pause
@@ -4,6 +4,9 @@ if you have a NVIDIA gpu:
run_nvidia_gpu.bat
if you want to enable the fast fp16 accumulation (faster for fp16 models with slightly less quality):
run_nvidia_gpu_fast_fp16_accumulation.bat
To run it in slow CPU mode:
@@ -0,0 +1,3 @@
..\python_embeded\python.exe -s ..\ComfyUI\main.py --windows-standalone-build --disable-api-nodes
echo If you see this and ComfyUI did not start try updating your Nvidia Drivers to the latest. If you get a c10.dll error you need to install vc redist that you can find: https://aka.ms/vc14/vc_redist.x64.exe
pause
+3
View File
@@ -0,0 +1,3 @@
.\python_embeded\python.exe -s ComfyUI\main.py --windows-standalone-build
echo If you see this and ComfyUI did not start try updating your Nvidia Drivers to the latest. If you get a c10.dll error you need to install vc redist that you can find: https://aka.ms/vc14/vc_redist.x64.exe
pause
@@ -0,0 +1,3 @@
.\python_embeded\python.exe -s ComfyUI\main.py --windows-standalone-build --fast fp16_accumulation
echo If you see this and ComfyUI did not start try updating your Nvidia Drivers to the latest. If you get a c10.dll error you need to install vc redist that you can find: https://aka.ms/vc14/vc_redist.x64.exe
pause
+127
View File
@@ -0,0 +1,127 @@
# yaml-language-server: $schema=https://coderabbit.ai/integrations/schema.v2.json
language: "en-US"
early_access: false
tone_instructions: "Only comment on issues introduced by this PR's changes. Do not flag pre-existing problems in moved, re-indented, or reformatted code."
reviews:
profile: "chill"
request_changes_workflow: false
high_level_summary: false
poem: false
review_status: false
review_details: false
commit_status: true
collapse_walkthrough: true
changed_files_summary: false
sequence_diagrams: false
estimate_code_review_effort: false
assess_linked_issues: false
related_issues: false
related_prs: false
suggested_labels: false
auto_apply_labels: false
suggested_reviewers: false
auto_assign_reviewers: false
in_progress_fortune: false
enable_prompt_for_ai_agents: true
path_filters:
- "!comfy_api_nodes/apis/**"
- "!**/generated/*.pyi"
- "!.ci/**"
- "!script_examples/**"
- "!**/__pycache__/**"
- "!**/*.ipynb"
- "!**/*.png"
- "!**/*.bat"
path_instructions:
- path: "**"
instructions: |
IMPORTANT: Only comment on issues directly introduced by this PR's code changes.
Do NOT flag pre-existing issues in code that was merely moved, re-indented,
de-indented, or reformatted without logic changes. If code appears in the diff
only due to whitespace or structural reformatting (e.g., removing a `with:` block),
treat it as unchanged. Contributors should not feel obligated to address
pre-existing issues outside the scope of their contribution.
- path: "comfy/**"
instructions: |
Core ML/diffusion engine. Focus on:
- Backward compatibility (breaking changes affect all custom nodes)
- Memory management and GPU resource handling
- Performance implications in hot paths
- Thread safety for concurrent execution
- path: "comfy_api_nodes/**"
instructions: |
Third-party API integration nodes. Focus on:
- No hardcoded API keys or secrets
- Proper error handling for API failures (timeouts, rate limits, auth errors)
- Correct Pydantic model usage
- Security of user data passed to external APIs
- path: "comfy_extras/**"
instructions: |
Community-contributed extra nodes. Focus on:
- Consistency with node patterns (INPUT_TYPES, RETURN_TYPES, FUNCTION, CATEGORY)
- No breaking changes to existing node interfaces
- path: "comfy_execution/**"
instructions: |
Execution engine (graph execution, caching, jobs). Focus on:
- Caching correctness
- Concurrent execution safety
- Graph validation edge cases
- path: "nodes.py"
instructions: |
Core node definitions (2500+ lines). Focus on:
- Backward compatibility of NODE_CLASS_MAPPINGS
- Consistency of INPUT_TYPES return format
- path: "alembic_db/**"
instructions: |
Database migrations. Focus on:
- Migration safety and rollback support
- Data preservation during schema changes
auto_review:
enabled: true
auto_incremental_review: true
drafts: false
ignore_title_keywords:
- "WIP"
- "DO NOT REVIEW"
- "DO NOT MERGE"
finishing_touches:
docstrings:
enabled: false
unit_tests:
enabled: false
tools:
ruff:
enabled: false
pylint:
enabled: false
flake8:
enabled: false
gitleaks:
enabled: true
shellcheck:
enabled: false
markdownlint:
enabled: false
yamllint:
enabled: false
languagetool:
enabled: false
github-checks:
enabled: true
timeout_ms: 90000
ast-grep:
essential_rules: true
chat:
auto_reply: true
knowledge_base:
opt_out: false
learnings:
scope: "auto"
+1
View File
@@ -1,2 +1,3 @@
/web/assets/** linguist-generated
/web/** linguist-vendored
comfy_api_nodes/apis/__init__.py linguist-generated
+13 -3
View File
@@ -8,13 +8,23 @@ body:
Before submitting a **Bug Report**, please ensure the following:
- **1:** You are running the latest version of ComfyUI.
- **2:** You have looked at the existing bug reports and made sure this isn't already reported.
- **2:** You have your ComfyUI logs and relevant workflow on hand and will post them in this bug report.
- **3:** You confirmed that the bug is not caused by a custom node. You can disable all custom nodes by passing
`--disable-all-custom-nodes` command line argument.
`--disable-all-custom-nodes` command line argument. If you have custom node try updating them to the latest version.
- **4:** This is an actual bug in ComfyUI, not just a support question. A bug is when you can specify exact
steps to replicate what went wrong and others will be able to repeat your steps and see the same issue happen.
If unsure, ask on the [ComfyUI Matrix Space](https://app.element.io/#/room/%23comfyui_space%3Amatrix.org) or the [Comfy Org Discord](https://discord.gg/comfyorg) first.
## Very Important
Please make sure that you post ALL your ComfyUI logs in the bug report **even if there is no crash**. Just paste everything. The startup log (everything before "To see the GUI go to: ...") contains critical information to developers trying to help. For a performance issue or crash, paste everything from "got prompt" to the end, including the crash. More is better - always. A bug report without logs will likely be ignored.
- type: checkboxes
id: custom-nodes-test
attributes:
label: Custom Node Testing
description: Please confirm you have tried to reproduce the issue with all custom nodes disabled.
options:
- label: I have tried disabling custom nodes and the issue persists (see [how to disable custom nodes](https://docs.comfy.org/troubleshooting/custom-node-issues#step-1%3A-test-with-all-custom-nodes-disabled) if you need help)
required: false
- type: textarea
attributes:
label: Expected Behavior
+8
View File
@@ -11,6 +11,14 @@ body:
**2:** You have made an effort to find public answers to your question before asking here. In other words, you googled it first, and scrolled through recent help topics.
If unsure, ask on the [ComfyUI Matrix Space](https://app.element.io/#/room/%23comfyui_space%3Amatrix.org) or the [Comfy Org Discord](https://discord.gg/comfyorg) first.
- type: checkboxes
id: custom-nodes-test
attributes:
label: Custom Node Testing
description: Please confirm you have tried to reproduce the issue with all custom nodes disabled.
options:
- label: I have tried disabling custom nodes and the issue persists (see [how to disable custom nodes](https://docs.comfy.org/troubleshooting/custom-node-issues#step-1%3A-test-with-all-custom-nodes-disabled) if you need help)
required: false
- type: textarea
attributes:
label: Your question
+21
View File
@@ -0,0 +1,21 @@
<!-- API_NODE_PR_CHECKLIST: do not remove -->
## API Node PR Checklist
### Scope
- [ ] **Is API Node Change**
### Pricing & Billing
- [ ] **Need pricing update**
- [ ] **No pricing update**
If **Need pricing update**:
- [ ] Metronome rate cards updated
- [ ] Autobilling tests updated and passing
### QA
- [ ] **QA done**
- [ ] **QA not required**
### Comms
- [ ] Informed **Kosinkadink**
+58
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@@ -0,0 +1,58 @@
name: Append API Node PR template
on:
pull_request_target:
types: [opened, reopened, synchronize, ready_for_review]
paths:
- 'comfy_api_nodes/**' # only run if these files changed
permissions:
contents: read
pull-requests: write
jobs:
inject:
runs-on: ubuntu-latest
steps:
- name: Ensure template exists and append to PR body
uses: actions/github-script@v7
with:
script: |
const { owner, repo } = context.repo;
const number = context.payload.pull_request.number;
const templatePath = '.github/PULL_REQUEST_TEMPLATE/api-node.md';
const marker = '<!-- API_NODE_PR_CHECKLIST: do not remove -->';
const { data: pr } = await github.rest.pulls.get({ owner, repo, pull_number: number });
let templateText;
try {
const res = await github.rest.repos.getContent({
owner,
repo,
path: templatePath,
ref: pr.base.ref
});
const buf = Buffer.from(res.data.content, res.data.encoding || 'base64');
templateText = buf.toString('utf8');
} catch (e) {
core.setFailed(`Required PR template not found at "${templatePath}" on ${pr.base.ref}. Please add it to the repo.`);
return;
}
// Enforce the presence of the marker inside the template (for idempotence)
if (!templateText.includes(marker)) {
core.setFailed(`Template at "${templatePath}" does not contain the required marker:\n${marker}\nAdd it so we can detect duplicates safely.`);
return;
}
// If the PR already contains the marker, do not append again.
const body = pr.body || '';
if (body.includes(marker)) {
core.info('Template already present in PR body; nothing to inject.');
return;
}
const newBody = (body ? body + '\n\n' : '') + templateText + '\n';
await github.rest.pulls.update({ owner, repo, pull_number: number, body: newBody });
core.notice('API Node template appended to PR description.');
+40
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@@ -0,0 +1,40 @@
name: Check for Windows Line Endings
on:
pull_request:
branches: ['*'] # Trigger on all pull requests to any branch
jobs:
check-line-endings:
runs-on: ubuntu-latest
steps:
- name: Checkout code
uses: actions/checkout@v4
with:
fetch-depth: 0 # Fetch all history to compare changes
- name: Check for Windows line endings (CRLF)
run: |
# Get the list of changed files in the PR
CHANGED_FILES=$(git diff --name-only ${{ github.event.pull_request.base.sha }}..${{ github.event.pull_request.head.sha }})
# Flag to track if CRLF is found
CRLF_FOUND=false
# Loop through each changed file
for FILE in $CHANGED_FILES; do
# Check if the file exists and is a text file
if [ -f "$FILE" ] && file "$FILE" | grep -q "text"; then
# Check for CRLF line endings
if grep -UP '\r$' "$FILE"; then
echo "Error: Windows line endings (CRLF) detected in $FILE"
CRLF_FOUND=true
fi
fi
done
# Exit with error if CRLF was found
if [ "$CRLF_FOUND" = true ]; then
exit 1
fi
+78
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@@ -0,0 +1,78 @@
name: "Release Stable All Portable Versions"
on:
workflow_dispatch:
inputs:
git_tag:
description: 'Git tag'
required: true
type: string
jobs:
release_nvidia_default:
permissions:
contents: "write"
packages: "write"
pull-requests: "read"
name: "Release NVIDIA Default (cu130)"
uses: ./.github/workflows/stable-release.yml
with:
git_tag: ${{ inputs.git_tag }}
cache_tag: "cu130"
python_minor: "13"
python_patch: "11"
rel_name: "nvidia"
rel_extra_name: ""
test_release: true
secrets: inherit
release_nvidia_cu128:
permissions:
contents: "write"
packages: "write"
pull-requests: "read"
name: "Release NVIDIA cu128"
uses: ./.github/workflows/stable-release.yml
with:
git_tag: ${{ inputs.git_tag }}
cache_tag: "cu128"
python_minor: "12"
python_patch: "10"
rel_name: "nvidia"
rel_extra_name: "_cu128"
test_release: true
secrets: inherit
release_nvidia_cu126:
permissions:
contents: "write"
packages: "write"
pull-requests: "read"
name: "Release NVIDIA cu126"
uses: ./.github/workflows/stable-release.yml
with:
git_tag: ${{ inputs.git_tag }}
cache_tag: "cu126"
python_minor: "12"
python_patch: "10"
rel_name: "nvidia"
rel_extra_name: "_cu126"
test_release: true
secrets: inherit
release_amd_rocm:
permissions:
contents: "write"
packages: "write"
pull-requests: "read"
name: "Release AMD ROCm 7.2"
uses: ./.github/workflows/stable-release.yml
with:
git_tag: ${{ inputs.git_tag }}
cache_tag: "rocm72"
python_minor: "12"
python_patch: "10"
rel_name: "amd"
rel_extra_name: ""
test_release: false
secrets: inherit
+144
View File
@@ -0,0 +1,144 @@
name: Release Webhook
on:
release:
types: [published]
jobs:
send-webhook:
runs-on: ubuntu-latest
env:
DESKTOP_REPO_DISPATCH_TOKEN: ${{ secrets.DESKTOP_REPO_DISPATCH_TOKEN }}
steps:
- name: Send release webhook
env:
WEBHOOK_URL: ${{ secrets.RELEASE_GITHUB_WEBHOOK_URL }}
WEBHOOK_SECRET: ${{ secrets.RELEASE_GITHUB_WEBHOOK_SECRET }}
run: |
# Generate UUID for delivery ID
DELIVERY_ID=$(uuidgen)
HOOK_ID="release-webhook-$(date +%s)"
# Create webhook payload matching GitHub release webhook format
PAYLOAD=$(cat <<EOF
{
"action": "published",
"release": {
"id": ${{ github.event.release.id }},
"node_id": "${{ github.event.release.node_id }}",
"url": "${{ github.event.release.url }}",
"html_url": "${{ github.event.release.html_url }}",
"assets_url": "${{ github.event.release.assets_url }}",
"upload_url": "${{ github.event.release.upload_url }}",
"tag_name": "${{ github.event.release.tag_name }}",
"target_commitish": "${{ github.event.release.target_commitish }}",
"name": ${{ toJSON(github.event.release.name) }},
"body": ${{ toJSON(github.event.release.body) }},
"draft": ${{ github.event.release.draft }},
"prerelease": ${{ github.event.release.prerelease }},
"created_at": "${{ github.event.release.created_at }}",
"published_at": "${{ github.event.release.published_at }}",
"author": {
"login": "${{ github.event.release.author.login }}",
"id": ${{ github.event.release.author.id }},
"node_id": "${{ github.event.release.author.node_id }}",
"avatar_url": "${{ github.event.release.author.avatar_url }}",
"url": "${{ github.event.release.author.url }}",
"html_url": "${{ github.event.release.author.html_url }}",
"type": "${{ github.event.release.author.type }}",
"site_admin": ${{ github.event.release.author.site_admin }}
},
"tarball_url": "${{ github.event.release.tarball_url }}",
"zipball_url": "${{ github.event.release.zipball_url }}",
"assets": ${{ toJSON(github.event.release.assets) }}
},
"repository": {
"id": ${{ github.event.repository.id }},
"node_id": "${{ github.event.repository.node_id }}",
"name": "${{ github.event.repository.name }}",
"full_name": "${{ github.event.repository.full_name }}",
"private": ${{ github.event.repository.private }},
"owner": {
"login": "${{ github.event.repository.owner.login }}",
"id": ${{ github.event.repository.owner.id }},
"node_id": "${{ github.event.repository.owner.node_id }}",
"avatar_url": "${{ github.event.repository.owner.avatar_url }}",
"url": "${{ github.event.repository.owner.url }}",
"html_url": "${{ github.event.repository.owner.html_url }}",
"type": "${{ github.event.repository.owner.type }}",
"site_admin": ${{ github.event.repository.owner.site_admin }}
},
"html_url": "${{ github.event.repository.html_url }}",
"clone_url": "${{ github.event.repository.clone_url }}",
"git_url": "${{ github.event.repository.git_url }}",
"ssh_url": "${{ github.event.repository.ssh_url }}",
"url": "${{ github.event.repository.url }}",
"created_at": "${{ github.event.repository.created_at }}",
"updated_at": "${{ github.event.repository.updated_at }}",
"pushed_at": "${{ github.event.repository.pushed_at }}",
"default_branch": "${{ github.event.repository.default_branch }}",
"fork": ${{ github.event.repository.fork }}
},
"sender": {
"login": "${{ github.event.sender.login }}",
"id": ${{ github.event.sender.id }},
"node_id": "${{ github.event.sender.node_id }}",
"avatar_url": "${{ github.event.sender.avatar_url }}",
"url": "${{ github.event.sender.url }}",
"html_url": "${{ github.event.sender.html_url }}",
"type": "${{ github.event.sender.type }}",
"site_admin": ${{ github.event.sender.site_admin }}
}
}
EOF
)
# Generate HMAC-SHA256 signature
SIGNATURE=$(echo -n "$PAYLOAD" | openssl dgst -sha256 -hmac "$WEBHOOK_SECRET" -hex | cut -d' ' -f2)
# Send webhook with required headers
curl -X POST "$WEBHOOK_URL" \
-H "Content-Type: application/json" \
-H "X-GitHub-Event: release" \
-H "X-GitHub-Delivery: $DELIVERY_ID" \
-H "X-GitHub-Hook-ID: $HOOK_ID" \
-H "X-Hub-Signature-256: sha256=$SIGNATURE" \
-H "User-Agent: GitHub-Actions-Webhook/1.0" \
-d "$PAYLOAD" \
--fail --silent --show-error
echo "✅ Release webhook sent successfully"
- name: Send repository dispatch to desktop
env:
DISPATCH_TOKEN: ${{ env.DESKTOP_REPO_DISPATCH_TOKEN }}
RELEASE_TAG: ${{ github.event.release.tag_name }}
RELEASE_URL: ${{ github.event.release.html_url }}
run: |
set -euo pipefail
if [ -z "${DISPATCH_TOKEN:-}" ]; then
echo "::error::DESKTOP_REPO_DISPATCH_TOKEN is required but not set."
exit 1
fi
PAYLOAD="$(jq -n \
--arg release_tag "$RELEASE_TAG" \
--arg release_url "$RELEASE_URL" \
'{
event_type: "comfyui_release_published",
client_payload: {
release_tag: $release_tag,
release_url: $release_url
}
}')"
curl -fsSL \
-X POST \
-H "Accept: application/vnd.github+json" \
-H "Content-Type: application/json" \
-H "Authorization: Bearer ${DISPATCH_TOKEN}" \
https://api.github.com/repos/Comfy-Org/desktop/dispatches \
-d "$PAYLOAD"
echo "✅ Dispatched ComfyUI release ${RELEASE_TAG} to Comfy-Org/desktop"
+25
View File
@@ -21,3 +21,28 @@ jobs:
- name: Run Ruff
run: ruff check .
pylint:
name: Run Pylint
runs-on: ubuntu-latest
steps:
- name: Checkout repository
uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: '3.12'
- name: Install requirements
run: |
python -m pip install --upgrade pip
pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
pip install -r requirements.txt
- name: Install Pylint
run: pip install pylint
- name: Run Pylint
run: pylint comfy_api_nodes
+91 -25
View File
@@ -2,28 +2,78 @@
name: "Release Stable Version"
on:
workflow_call:
inputs:
git_tag:
description: 'Git tag'
required: true
type: string
cache_tag:
description: 'Cached dependencies tag'
required: true
type: string
default: "cu129"
python_minor:
description: 'Python minor version'
required: true
type: string
default: "13"
python_patch:
description: 'Python patch version'
required: true
type: string
default: "6"
rel_name:
description: 'Release name'
required: true
type: string
default: "nvidia"
rel_extra_name:
description: 'Release extra name'
required: false
type: string
default: ""
test_release:
description: 'Test Release'
required: true
type: boolean
default: true
workflow_dispatch:
inputs:
git_tag:
description: 'Git tag'
required: true
type: string
cu:
description: 'CUDA version'
cache_tag:
description: 'Cached dependencies tag'
required: true
type: string
default: "126"
default: "cu129"
python_minor:
description: 'Python minor version'
required: true
type: string
default: "12"
default: "13"
python_patch:
description: 'Python patch version'
required: true
type: string
default: "9"
default: "6"
rel_name:
description: 'Release name'
required: true
type: string
default: "nvidia"
rel_extra_name:
description: 'Release extra name'
required: false
type: string
default: ""
test_release:
description: 'Test Release'
required: true
type: boolean
default: true
jobs:
package_comfy_windows:
@@ -36,21 +86,21 @@ jobs:
- uses: actions/checkout@v4
with:
ref: ${{ inputs.git_tag }}
fetch-depth: 0
fetch-depth: 150
persist-credentials: false
- uses: actions/cache/restore@v4
id: cache
with:
path: |
cu${{ inputs.cu }}_python_deps.tar
${{ inputs.cache_tag }}_python_deps.tar
update_comfyui_and_python_dependencies.bat
key: ${{ runner.os }}-build-cu${{ inputs.cu }}-${{ inputs.python_minor }}
key: ${{ runner.os }}-build-${{ inputs.cache_tag }}-${{ inputs.python_minor }}
- shell: bash
run: |
mv cu${{ inputs.cu }}_python_deps.tar ../
mv ${{ inputs.cache_tag }}_python_deps.tar ../
mv update_comfyui_and_python_dependencies.bat ../
cd ..
tar xf cu${{ inputs.cu }}_python_deps.tar
tar xf ${{ inputs.cache_tag }}_python_deps.tar
pwd
ls
@@ -65,12 +115,24 @@ jobs:
echo 'import site' >> ./python3${{ inputs.python_minor }}._pth
curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
./python.exe get-pip.py
./python.exe -s -m pip install ../cu${{ inputs.cu }}_python_deps/*
sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
cd ..
./python.exe -s -m pip install ../${{ inputs.cache_tag }}_python_deps/*
grep comfy ../ComfyUI/requirements.txt > ./requirements_comfyui.txt
./python.exe -s -m pip install -r requirements_comfyui.txt
rm requirements_comfyui.txt
sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
if test -f ./Lib/site-packages/torch/lib/dnnl.lib; then
rm ./Lib/site-packages/torch/lib/dnnl.lib #I don't think this is actually used and I need the space
rm ./Lib/site-packages/torch/lib/libprotoc.lib
rm ./Lib/site-packages/torch/lib/libprotobuf.lib
fi
cd ..
git clone --depth 1 https://github.com/comfyanonymous/taesd
cp taesd/*.pth ./ComfyUI_copy/models/vae_approx/
cp taesd/*.safetensors ./ComfyUI_copy/models/vae_approx/
mkdir ComfyUI_windows_portable
mv python_embeded ComfyUI_windows_portable
@@ -80,25 +142,29 @@ jobs:
mkdir update
cp -r ComfyUI/.ci/update_windows/* ./update/
cp -r ComfyUI/.ci/windows_base_files/* ./
cp -r ComfyUI/.ci/windows_${{ inputs.rel_name }}_base_files/* ./
cp ../update_comfyui_and_python_dependencies.bat ./update/
cd ..
"C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
mv ComfyUI_windows_portable.7z ComfyUI/ComfyUI_windows_portable_nvidia.7z
"C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma2 -mx=9 -mfb=128 -md=768m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
mv ComfyUI_windows_portable.7z ComfyUI/ComfyUI_windows_portable_${{ inputs.rel_name }}${{ inputs.rel_extra_name }}.7z
- shell: bash
if: ${{ inputs.test_release }}
run: |
cd ..
cd ComfyUI_windows_portable
python_embeded/python.exe -s ComfyUI/main.py --quick-test-for-ci --cpu
python_embeded/python.exe -s ./update/update.py ComfyUI/
ls
- name: Upload binaries to release
uses: svenstaro/upload-release-action@v2
uses: softprops/action-gh-release@v2
with:
repo_token: ${{ secrets.GITHUB_TOKEN }}
file: ComfyUI_windows_portable_nvidia.7z
tag: ${{ inputs.git_tag }}
overwrite: true
prerelease: true
make_latest: false
files: ComfyUI_windows_portable_${{ inputs.rel_name }}${{ inputs.rel_extra_name }}.7z
tag_name: ${{ inputs.git_tag }}
draft: true
overwrite_files: true
+1 -1
View File
@@ -18,7 +18,7 @@ jobs:
strategy:
fail-fast: false
matrix:
python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
steps:
- uses: actions/checkout@v4
- name: Set up Python ${{ matrix.python-version }}
+12 -9
View File
@@ -5,6 +5,7 @@ on:
push:
branches:
- master
- release/**
paths-ignore:
- 'app/**'
- 'input/**'
@@ -21,14 +22,15 @@ jobs:
fail-fast: false
matrix:
# os: [macos, linux, windows]
os: [macos, linux]
python_version: ["3.9", "3.10", "3.11", "3.12"]
# os: [macos, linux]
os: [linux]
python_version: ["3.10", "3.11", "3.12"]
cuda_version: ["12.1"]
torch_version: ["stable"]
include:
- os: macos
runner_label: [self-hosted, macOS]
flags: "--use-pytorch-cross-attention"
# - os: macos
# runner_label: [self-hosted, macOS]
# flags: "--use-pytorch-cross-attention"
- os: linux
runner_label: [self-hosted, Linux]
flags: ""
@@ -73,14 +75,15 @@ jobs:
strategy:
fail-fast: false
matrix:
os: [macos, linux]
# os: [macos, linux]
os: [linux]
python_version: ["3.11"]
cuda_version: ["12.1"]
torch_version: ["nightly"]
include:
- os: macos
runner_label: [self-hosted, macOS]
flags: "--use-pytorch-cross-attention"
# - os: macos
# runner_label: [self-hosted, macOS]
# flags: "--use-pytorch-cross-attention"
- os: linux
runner_label: [self-hosted, Linux]
flags: ""
+30
View File
@@ -0,0 +1,30 @@
name: Execution Tests
on:
push:
branches: [ main, master, release/** ]
pull_request:
branches: [ main, master, release/** ]
jobs:
test:
strategy:
matrix:
os: [ubuntu-latest, windows-latest, macos-latest]
runs-on: ${{ matrix.os }}
continue-on-error: true
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: '3.12'
- name: Install requirements
run: |
python -m pip install --upgrade pip
pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
pip install -r requirements.txt
pip install -r tests-unit/requirements.txt
- name: Run Execution Tests
run: |
python -m pytest tests/execution -v --skip-timing-checks
+7 -5
View File
@@ -2,9 +2,9 @@ name: Test server launches without errors
on:
push:
branches: [ main, master ]
branches: [ main, master, release/** ]
pull_request:
branches: [ main, master ]
branches: [ main, master, release/** ]
jobs:
test:
@@ -13,11 +13,11 @@ jobs:
- name: Checkout ComfyUI
uses: actions/checkout@v4
with:
repository: "comfyanonymous/ComfyUI"
repository: "Comfy-Org/ComfyUI"
path: "ComfyUI"
- uses: actions/setup-python@v4
with:
python-version: '3.9'
python-version: '3.10'
- name: Install requirements
run: |
python -m pip install --upgrade pip
@@ -32,7 +32,9 @@ jobs:
working-directory: ComfyUI
- name: Check for unhandled exceptions in server log
run: |
if grep -qE "Exception|Error" console_output.log; then
grep -v "Found comfy_kitchen backend triton: {'available': False, 'disabled': True, 'unavailable_reason': \"ImportError: No module named 'triton'\", 'capabilities': \[\]}" console_output.log | grep -v "Found comfy_kitchen backend triton: {'available': False, 'disabled': False, 'unavailable_reason': \"ImportError: No module named 'triton'\", 'capabilities': \[\]}" > console_output_filtered.log
cat console_output_filtered.log
if grep -qE "Exception|Error" console_output_filtered.log; then
echo "Unhandled exception/error found in server log."
exit 1
fi
+3 -3
View File
@@ -2,15 +2,15 @@ name: Unit Tests
on:
push:
branches: [ main, master ]
branches: [ main, master, release/** ]
pull_request:
branches: [ main, master ]
branches: [ main, master, release/** ]
jobs:
test:
strategy:
matrix:
os: [ubuntu-latest, windows-latest, macos-latest]
os: [ubuntu-latest, windows-2022, macos-latest]
runs-on: ${{ matrix.os }}
continue-on-error: true
steps:
+56
View File
@@ -0,0 +1,56 @@
name: Generate Pydantic Stubs from api.comfy.org
on:
schedule:
- cron: '0 0 * * 1'
workflow_dispatch:
jobs:
generate-models:
runs-on: ubuntu-latest
steps:
- name: Checkout repository
uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: '3.10'
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install 'datamodel-code-generator[http]'
npm install @redocly/cli
- name: Download OpenAPI spec
run: |
curl -o openapi.yaml https://api.comfy.org/openapi
- name: Filter OpenAPI spec with Redocly
run: |
npx @redocly/cli bundle openapi.yaml --output filtered-openapi.yaml --config comfy_api_nodes/redocly.yaml --remove-unused-components
- name: Generate API models
run: |
datamodel-codegen --use-subclass-enum --input filtered-openapi.yaml --output comfy_api_nodes/apis --output-model-type pydantic_v2.BaseModel
- name: Check for changes
id: git-check
run: |
git diff --exit-code comfy_api_nodes/apis || echo "changes=true" >> $GITHUB_OUTPUT
- name: Create Pull Request
if: steps.git-check.outputs.changes == 'true'
uses: peter-evans/create-pull-request@v5
with:
commit-message: 'chore: update API models from OpenAPI spec'
title: 'Update API models from api.comfy.org'
body: |
This PR updates the API models based on the latest api.comfy.org OpenAPI specification.
Generated automatically by the a Github workflow.
branch: update-api-stubs
delete-branch: true
base: master
+59
View File
@@ -0,0 +1,59 @@
name: "CI: Update CI Container"
on:
release:
types: [published]
workflow_dispatch:
inputs:
version:
description: 'ComfyUI version (e.g., v0.7.0)'
required: true
type: string
jobs:
update-ci-container:
runs-on: ubuntu-latest
# Skip pre-releases unless manually triggered
if: github.event_name == 'workflow_dispatch' || !github.event.release.prerelease
steps:
- name: Get version
id: version
run: |
if [ "${{ github.event_name }}" = "release" ]; then
VERSION="${{ github.event.release.tag_name }}"
else
VERSION="${{ inputs.version }}"
fi
echo "version=$VERSION" >> $GITHUB_OUTPUT
- name: Checkout comfyui-ci-container
uses: actions/checkout@v4
with:
repository: comfy-org/comfyui-ci-container
token: ${{ secrets.CI_CONTAINER_PAT }}
- name: Check current version
id: current
run: |
CURRENT=$(grep -oP 'ARG COMFYUI_VERSION=\K.*' Dockerfile || echo "unknown")
echo "current_version=$CURRENT" >> $GITHUB_OUTPUT
- name: Update Dockerfile
run: |
VERSION="${{ steps.version.outputs.version }}"
sed -i "s/^ARG COMFYUI_VERSION=.*/ARG COMFYUI_VERSION=${VERSION}/" Dockerfile
- name: Create Pull Request
id: create-pr
uses: peter-evans/create-pull-request@v7
with:
token: ${{ secrets.CI_CONTAINER_PAT }}
branch: automation/comfyui-${{ steps.version.outputs.version }}
title: "chore: bump ComfyUI to ${{ steps.version.outputs.version }}"
body: |
Updates ComfyUI version from `${{ steps.current.outputs.current_version }}` to `${{ steps.version.outputs.version }}`
**Triggered by:** ${{ github.event_name == 'release' && format('[Release {0}]({1})', github.event.release.tag_name, github.event.release.html_url) || 'Manual workflow dispatch' }}
labels: automation
commit-message: "chore: bump ComfyUI to ${{ steps.version.outputs.version }}"
+1
View File
@@ -6,6 +6,7 @@ on:
- "pyproject.toml"
branches:
- master
- release/**
jobs:
update-version:
@@ -17,19 +17,19 @@ on:
description: 'cuda version'
required: true
type: string
default: "126"
default: "130"
python_minor:
description: 'python minor version'
required: true
type: string
default: "12"
default: "13"
python_patch:
description: 'python patch version'
required: true
type: string
default: "9"
default: "11"
# push:
# branches:
# - master
@@ -56,7 +56,8 @@ jobs:
..\python_embeded\python.exe -s -m pip install --upgrade torch torchvision torchaudio ${{ inputs.xformers }} --extra-index-url https://download.pytorch.org/whl/cu${{ inputs.cu }} -r ../ComfyUI/requirements.txt pygit2
pause" > update_comfyui_and_python_dependencies.bat
python -m pip wheel --no-cache-dir torch torchvision torchaudio ${{ inputs.xformers }} ${{ inputs.extra_dependencies }} --extra-index-url https://download.pytorch.org/whl/cu${{ inputs.cu }} -r requirements.txt pygit2 -w ./temp_wheel_dir
grep -v comfyui requirements.txt > requirements_nocomfyui.txt
python -m pip wheel --no-cache-dir torch torchvision torchaudio ${{ inputs.xformers }} ${{ inputs.extra_dependencies }} --extra-index-url https://download.pytorch.org/whl/cu${{ inputs.cu }} -r requirements_nocomfyui.txt pygit2 -w ./temp_wheel_dir
python -m pip install --no-cache-dir ./temp_wheel_dir/*
echo installed basic
ls -lah temp_wheel_dir
@@ -0,0 +1,64 @@
name: "Windows Release dependencies Manual"
on:
workflow_dispatch:
inputs:
torch_dependencies:
description: 'torch dependencies'
required: false
type: string
default: "torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu128"
cache_tag:
description: 'Cached dependencies tag'
required: true
type: string
default: "cu128"
python_minor:
description: 'python minor version'
required: true
type: string
default: "12"
python_patch:
description: 'python patch version'
required: true
type: string
default: "10"
jobs:
build_dependencies:
runs-on: windows-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
with:
python-version: 3.${{ inputs.python_minor }}.${{ inputs.python_patch }}
- shell: bash
run: |
echo "@echo off
call update_comfyui.bat nopause
echo -
echo This will try to update pytorch and all python dependencies.
echo -
echo If you just want to update normally, close this and run update_comfyui.bat instead.
echo -
pause
..\python_embeded\python.exe -s -m pip install --upgrade ${{ inputs.torch_dependencies }} -r ../ComfyUI/requirements.txt pygit2
pause" > update_comfyui_and_python_dependencies.bat
grep -v comfyui requirements.txt > requirements_nocomfyui.txt
python -m pip wheel --no-cache-dir ${{ inputs.torch_dependencies }} -r requirements_nocomfyui.txt pygit2 -w ./temp_wheel_dir
python -m pip install --no-cache-dir ./temp_wheel_dir/*
echo installed basic
ls -lah temp_wheel_dir
mv temp_wheel_dir ${{ inputs.cache_tag }}_python_deps
tar cf ${{ inputs.cache_tag }}_python_deps.tar ${{ inputs.cache_tag }}_python_deps
- uses: actions/cache/save@v4
with:
path: |
${{ inputs.cache_tag }}_python_deps.tar
update_comfyui_and_python_dependencies.bat
key: ${{ runner.os }}-build-${{ inputs.cache_tag }}-${{ inputs.python_minor }}
@@ -7,7 +7,7 @@ on:
description: 'cuda version'
required: true
type: string
default: "128"
default: "129"
python_minor:
description: 'python minor version'
@@ -19,7 +19,7 @@ on:
description: 'python patch version'
required: true
type: string
default: "2"
default: "5"
# push:
# branches:
# - master
@@ -53,10 +53,12 @@ jobs:
ls ../temp_wheel_dir
./python.exe -s -m pip install --pre ../temp_wheel_dir/*
sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
rm ./Lib/site-packages/torch/lib/dnnl.lib #I don't think this is actually used and I need the space
cd ..
git clone --depth 1 https://github.com/comfyanonymous/taesd
cp taesd/*.pth ./ComfyUI_copy/models/vae_approx/
cp taesd/*.safetensors ./ComfyUI_copy/models/vae_approx/
mkdir ComfyUI_windows_portable_nightly_pytorch
mv python_embeded ComfyUI_windows_portable_nightly_pytorch
@@ -66,7 +68,7 @@ jobs:
mkdir update
cp -r ComfyUI/.ci/update_windows/* ./update/
cp -r ComfyUI/.ci/windows_base_files/* ./
cp -r ComfyUI/.ci/windows_nvidia_base_files/* ./
cp -r ComfyUI/.ci/windows_nightly_base_files/* ./
echo "call update_comfyui.bat nopause
+13 -7
View File
@@ -7,19 +7,19 @@ on:
description: 'cuda version'
required: true
type: string
default: "126"
default: "129"
python_minor:
description: 'python minor version'
required: true
type: string
default: "12"
default: "13"
python_patch:
description: 'python patch version'
required: true
type: string
default: "9"
default: "6"
# push:
# branches:
# - master
@@ -50,7 +50,7 @@ jobs:
- uses: actions/checkout@v4
with:
fetch-depth: 0
fetch-depth: 150
persist-credentials: false
- shell: bash
run: |
@@ -64,10 +64,14 @@ jobs:
./python.exe get-pip.py
./python.exe -s -m pip install ../cu${{ inputs.cu }}_python_deps/*
sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
rm ./Lib/site-packages/torch/lib/dnnl.lib #I don't think this is actually used and I need the space
rm ./Lib/site-packages/torch/lib/libprotoc.lib
rm ./Lib/site-packages/torch/lib/libprotobuf.lib
cd ..
git clone --depth 1 https://github.com/comfyanonymous/taesd
cp taesd/*.pth ./ComfyUI_copy/models/vae_approx/
cp taesd/*.safetensors ./ComfyUI_copy/models/vae_approx/
mkdir ComfyUI_windows_portable
mv python_embeded ComfyUI_windows_portable
@@ -77,17 +81,19 @@ jobs:
mkdir update
cp -r ComfyUI/.ci/update_windows/* ./update/
cp -r ComfyUI/.ci/windows_base_files/* ./
cp -r ComfyUI/.ci/windows_nvidia_base_files/* ./
cp ../update_comfyui_and_python_dependencies.bat ./update/
cd ..
"C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
"C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma2 -mx=9 -mfb=128 -md=768m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
mv ComfyUI_windows_portable.7z ComfyUI/new_ComfyUI_windows_portable_nvidia_cu${{ inputs.cu }}_or_cpu.7z
cd ComfyUI_windows_portable
python_embeded/python.exe -s ComfyUI/main.py --quick-test-for-ci --cpu
python_embeded/python.exe -s ./update/update.py ComfyUI/
ls
- name: Upload binaries to release
+4 -1
View File
@@ -11,7 +11,7 @@ extra_model_paths.yaml
/.vs
.vscode/
.idea/
venv/
venv*/
.venv/
/web/extensions/*
!/web/extensions/logging.js.example
@@ -21,3 +21,6 @@ venv/
*.log
web_custom_versions/
.DS_Store
openapi.yaml
filtered-openapi.yaml
uv.lock
+1 -23
View File
@@ -1,24 +1,2 @@
# Admins
* @comfyanonymous
# Note: Github teams syntax cannot be used here as the repo is not owned by Comfy-Org.
# Inlined the team members for now.
# Maintainers
*.md @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
/tests/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
/tests-unit/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
/notebooks/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
/script_examples/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
/.github/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
/requirements.txt @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
/pyproject.toml @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata @Kosinkadink
# Python web server
/api_server/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata
/app/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata
/utils/ @yoland68 @robinjhuang @huchenlei @webfiltered @pythongosssss @ltdrdata
# Node developers
/comfy_extras/ @yoland68 @robinjhuang @huchenlei @pythongosssss @ltdrdata @Kosinkadink @webfiltered
/comfy/comfy_types/ @yoland68 @robinjhuang @huchenlei @pythongosssss @ltdrdata @Kosinkadink @webfiltered
* @comfyanonymous @kosinkadink @guill
+168
View File
@@ -0,0 +1,168 @@
# The Comfy guide to Quantization
## How does quantization work?
Quantization aims to map a high-precision value x_f to a lower precision format with minimal loss in accuracy. These smaller formats then serve to reduce the models memory footprint and increase throughput by using specialized hardware.
When simply converting a value from FP16 to FP8 using the round-nearest method we might hit two issues:
- The dynamic range of FP16 (-65,504, 65,504) far exceeds FP8 formats like E4M3 (-448, 448) or E5M2 (-57,344, 57,344), potentially resulting in clipped values
- The original values are concentrated in a small range (e.g. -1,1) leaving many FP8-bits "unused"
By using a scaling factor, we aim to map these values into the quantized-dtype range, making use of the full spectrum. One of the easiest approaches, and common, is using per-tensor absolute-maximum scaling.
```
absmax = max(abs(tensor))
scale = amax / max_dynamic_range_low_precision
# Quantization
tensor_q = (tensor / scale).to(low_precision_dtype)
# De-Quantization
tensor_dq = tensor_q.to(fp16) * scale
tensor_dq ~ tensor
```
Given that additional information (scaling factor) is needed to "interpret" the quantized values, we describe those as derived datatypes.
## Quantization in Comfy
```
QuantizedTensor (torch.Tensor subclass)
↓ __torch_dispatch__
Two-Level Registry (generic + layout handlers)
MixedPrecisionOps + Metadata Detection
```
### Representation
To represent these derived datatypes, ComfyUI uses a subclass of torch.Tensor to implements these using the `QuantizedTensor` class found in `comfy/quant_ops.py`
A `Layout` class defines how a specific quantization format behaves:
- Required parameters
- Quantize method
- De-Quantize method
```python
from comfy.quant_ops import QuantizedLayout
class MyLayout(QuantizedLayout):
@classmethod
def quantize(cls, tensor, **kwargs):
# Convert to quantized format
qdata = ...
params = {'scale': ..., 'orig_dtype': tensor.dtype}
return qdata, params
@staticmethod
def dequantize(qdata, scale, orig_dtype, **kwargs):
return qdata.to(orig_dtype) * scale
```
To then run operations using these QuantizedTensors we use two registry systems to define supported operations.
The first is a **generic registry** that handles operations common to all quantized formats (e.g., `.to()`, `.clone()`, `.reshape()`).
The second registry is layout-specific and allows to implement fast-paths like nn.Linear.
```python
from comfy.quant_ops import register_layout_op
@register_layout_op(torch.ops.aten.linear.default, MyLayout)
def my_linear(func, args, kwargs):
# Extract tensors, call optimized kernel
...
```
When `torch.nn.functional.linear()` is called with QuantizedTensor arguments, `__torch_dispatch__` automatically routes to the registered implementation.
For any unsupported operation, QuantizedTensor will fallback to call `dequantize` and dispatch using the high-precision implementation.
### Mixed Precision
The `MixedPrecisionOps` class (lines 542-648 in `comfy/ops.py`) enables per-layer quantization decisions, allowing different layers in a model to use different precisions. This is activated when a model config contains a `layer_quant_config` dictionary that specifies which layers should be quantized and how.
**Architecture:**
```python
class MixedPrecisionOps(disable_weight_init):
_layer_quant_config = {} # Maps layer names to quantization configs
_compute_dtype = torch.bfloat16 # Default compute / dequantize precision
```
**Key mechanism:**
The custom `Linear._load_from_state_dict()` method inspects each layer during model loading:
- If the layer name is **not** in `_layer_quant_config`: load weight as regular tensor in `_compute_dtype`
- If the layer name **is** in `_layer_quant_config`:
- Load weight as `QuantizedTensor` with the specified layout (e.g., `TensorCoreFP8Layout`)
- Load associated quantization parameters (scales, block_size, etc.)
**Why it's needed:**
Not all layers tolerate quantization equally. Sensitive operations like final projections can be kept in higher precision, while compute-heavy matmuls are quantized. This provides most of the performance benefits while maintaining quality.
The system is selected in `pick_operations()` when `model_config.layer_quant_config` is present, making it the highest-priority operation mode.
## Checkpoint Format
Quantized checkpoints are stored as standard safetensors files with quantized weight tensors and associated scaling parameters, plus a `_quantization_metadata` JSON entry describing the quantization scheme.
The quantized checkpoint will contain the same layers as the original checkpoint but:
- The weights are stored as quantized values, sometimes using a different storage datatype. E.g. uint8 container for fp8.
- For each quantized weight a number of additional scaling parameters are stored alongside depending on the recipe.
- We store a metadata.json in the metadata of the final safetensor containing the `_quantization_metadata` describing which layers are quantized and what layout has been used.
### Scaling Parameters details
We define 4 possible scaling parameters that should cover most recipes in the near-future:
- **weight_scale**: quantization scalers for the weights
- **weight_scale_2**: global scalers in the context of double scaling
- **pre_quant_scale**: scalers used for smoothing salient weights
- **input_scale**: quantization scalers for the activations
| Format | Storage dtype | weight_scale | weight_scale_2 | pre_quant_scale | input_scale |
|--------|---------------|--------------|----------------|-----------------|-------------|
| float8_e4m3fn | float32 | float32 (scalar) | - | - | float32 (scalar) |
You can find the defined formats in `comfy/quant_ops.py` (QUANT_ALGOS).
### Quantization Metadata
The metadata stored alongside the checkpoint contains:
- **format_version**: String to define a version of the standard
- **layers**: A dictionary mapping layer names to their quantization format. The format string maps to the definitions found in `QUANT_ALGOS`.
Example:
```json
{
"_quantization_metadata": {
"format_version": "1.0",
"layers": {
"model.layers.0.mlp.up_proj": "float8_e4m3fn",
"model.layers.0.mlp.down_proj": "float8_e4m3fn",
"model.layers.1.mlp.up_proj": "float8_e4m3fn"
}
}
}
```
## Creating Quantized Checkpoints
To create compatible checkpoints, use any quantization tool provided the output follows the checkpoint format described above and uses a layout defined in `QUANT_ALGOS`.
### Weight Quantization
Weight quantization is straightforward - compute the scaling factor directly from the weight tensor using the absolute maximum method described earlier. Each layer's weights are quantized independently and stored with their corresponding `weight_scale` parameter.
### Calibration (for Activation Quantization)
Activation quantization (e.g., for FP8 Tensor Core operations) requires `input_scale` parameters that cannot be determined from static weights alone. Since activation values depend on actual inputs, we use **post-training calibration (PTQ)**:
1. **Collect statistics**: Run inference on N representative samples
2. **Track activations**: Record the absolute maximum (`amax`) of inputs to each quantized layer
3. **Compute scales**: Derive `input_scale` from collected statistics
4. **Store in checkpoint**: Save `input_scale` parameters alongside weights
The calibration dataset should be representative of your target use case. For diffusion models, this typically means a diverse set of prompts and generation parameters.
+129 -49
View File
@@ -6,6 +6,7 @@
[![Website][website-shield]][website-url]
[![Dynamic JSON Badge][discord-shield]][discord-url]
[![Twitter][twitter-shield]][twitter-url]
[![Matrix][matrix-shield]][matrix-url]
<br>
[![][github-release-shield]][github-release-link]
@@ -20,6 +21,8 @@
<!-- Workaround to display total user from https://github.com/badges/shields/issues/4500#issuecomment-2060079995 -->
[discord-shield]: https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fdiscord.com%2Fapi%2Finvites%2Fcomfyorg%3Fwith_counts%3Dtrue&query=%24.approximate_member_count&logo=discord&logoColor=white&label=Discord&color=green&suffix=%20total
[discord-url]: https://www.comfy.org/discord
[twitter-shield]: https://img.shields.io/twitter/follow/ComfyUI
[twitter-url]: https://x.com/ComfyUI
[github-release-shield]: https://img.shields.io/github/v/release/comfyanonymous/ComfyUI?style=flat&sort=semver
[github-release-link]: https://github.com/comfyanonymous/ComfyUI/releases
@@ -36,7 +39,7 @@ ComfyUI lets you design and execute advanced stable diffusion pipelines using a
## Get Started
#### [Desktop Application](https://www.comfy.org/download)
- The easiest way to get started.
- The easiest way to get started.
- Available on Windows & macOS.
#### [Windows Portable Package](#installing)
@@ -49,11 +52,10 @@ Supports all operating systems and GPU types (NVIDIA, AMD, Intel, Apple Silicon,
## [Examples](https://comfyanonymous.github.io/ComfyUI_examples/)
See what ComfyUI can do with the [example workflows](https://comfyanonymous.github.io/ComfyUI_examples/).
## Features
- Nodes/graph/flowchart interface to experiment and create complex Stable Diffusion workflows without needing to code anything.
- Image Models
- SD1.x, SD2.x,
- SD1.x, SD2.x ([unCLIP](https://comfyanonymous.github.io/ComfyUI_examples/unclip/))
- [SDXL](https://comfyanonymous.github.io/ComfyUI_examples/sdxl/), [SDXL Turbo](https://comfyanonymous.github.io/ComfyUI_examples/sdturbo/)
- [Stable Cascade](https://comfyanonymous.github.io/ComfyUI_examples/stable_cascade/)
- [SD3 and SD3.5](https://comfyanonymous.github.io/ComfyUI_examples/sd3/)
@@ -62,19 +64,35 @@ See what ComfyUI can do with the [example workflows](https://comfyanonymous.gith
- [HunyuanDiT](https://comfyanonymous.github.io/ComfyUI_examples/hunyuan_dit/)
- [Flux](https://comfyanonymous.github.io/ComfyUI_examples/flux/)
- [Lumina Image 2.0](https://comfyanonymous.github.io/ComfyUI_examples/lumina2/)
- [HiDream](https://comfyanonymous.github.io/ComfyUI_examples/hidream/)
- [Qwen Image](https://comfyanonymous.github.io/ComfyUI_examples/qwen_image/)
- [Hunyuan Image 2.1](https://comfyanonymous.github.io/ComfyUI_examples/hunyuan_image/)
- [Flux 2](https://comfyanonymous.github.io/ComfyUI_examples/flux2/)
- [Z Image](https://comfyanonymous.github.io/ComfyUI_examples/z_image/)
- Image Editing Models
- [Omnigen 2](https://comfyanonymous.github.io/ComfyUI_examples/omnigen/)
- [Flux Kontext](https://comfyanonymous.github.io/ComfyUI_examples/flux/#flux-kontext-image-editing-model)
- [HiDream E1.1](https://comfyanonymous.github.io/ComfyUI_examples/hidream/#hidream-e11)
- [Qwen Image Edit](https://comfyanonymous.github.io/ComfyUI_examples/qwen_image/#edit-model)
- Video Models
- [Stable Video Diffusion](https://comfyanonymous.github.io/ComfyUI_examples/video/)
- [Mochi](https://comfyanonymous.github.io/ComfyUI_examples/mochi/)
- [LTX-Video](https://comfyanonymous.github.io/ComfyUI_examples/ltxv/)
- [Hunyuan Video](https://comfyanonymous.github.io/ComfyUI_examples/hunyuan_video/)
- [Nvidia Cosmos](https://comfyanonymous.github.io/ComfyUI_examples/cosmos/)
- [Wan 2.1](https://comfyanonymous.github.io/ComfyUI_examples/wan/)
- [Stable Audio](https://comfyanonymous.github.io/ComfyUI_examples/audio/)
- [Wan 2.2](https://comfyanonymous.github.io/ComfyUI_examples/wan22/)
- [Hunyuan Video 1.5](https://docs.comfy.org/tutorials/video/hunyuan/hunyuan-video-1-5)
- Audio Models
- [Stable Audio](https://comfyanonymous.github.io/ComfyUI_examples/audio/)
- [ACE Step](https://comfyanonymous.github.io/ComfyUI_examples/audio/)
- 3D Models
- [Hunyuan3D 2.0](https://docs.comfy.org/tutorials/3d/hunyuan3D-2)
- Asynchronous Queue system
- Many optimizations: Only re-executes the parts of the workflow that changes between executions.
- Smart memory management: can automatically run models on GPUs with as low as 1GB vram.
- Smart memory management: can automatically run large models on GPUs with as low as 1GB vram with smart offloading.
- Works even if you don't have a GPU with: ```--cpu``` (slow)
- Can load ckpt, safetensors and diffusers models/checkpoints. Standalone VAEs and CLIP models.
- Can load ckpt and safetensors: All in one checkpoints or standalone diffusion models, VAEs and CLIP models.
- Safe loading of ckpt, pt, pth, etc.. files.
- Embeddings/Textual inversion
- [Loras (regular, locon and loha)](https://comfyanonymous.github.io/ComfyUI_examples/lora/)
- [Hypernetworks](https://comfyanonymous.github.io/ComfyUI_examples/hypernetworks/)
@@ -85,17 +103,36 @@ See what ComfyUI can do with the [example workflows](https://comfyanonymous.gith
- [Inpainting](https://comfyanonymous.github.io/ComfyUI_examples/inpaint/) with both regular and inpainting models.
- [ControlNet and T2I-Adapter](https://comfyanonymous.github.io/ComfyUI_examples/controlnet/)
- [Upscale Models (ESRGAN, ESRGAN variants, SwinIR, Swin2SR, etc...)](https://comfyanonymous.github.io/ComfyUI_examples/upscale_models/)
- [unCLIP Models](https://comfyanonymous.github.io/ComfyUI_examples/unclip/)
- [GLIGEN](https://comfyanonymous.github.io/ComfyUI_examples/gligen/)
- [Model Merging](https://comfyanonymous.github.io/ComfyUI_examples/model_merging/)
- [LCM models and Loras](https://comfyanonymous.github.io/ComfyUI_examples/lcm/)
- Latent previews with [TAESD](#how-to-show-high-quality-previews)
- Starts up very fast.
- Works fully offline: will never download anything.
- Works fully offline: core will never download anything unless you want to.
- Optional API nodes to use paid models from external providers through the online [Comfy API](https://docs.comfy.org/tutorials/api-nodes/overview) disable with: `--disable-api-nodes`
- [Config file](extra_model_paths.yaml.example) to set the search paths for models.
Workflow examples can be found on the [Examples page](https://comfyanonymous.github.io/ComfyUI_examples/)
## Release Process
ComfyUI follows a weekly release cycle targeting Monday but this regularly changes because of model releases or large changes to the codebase. There are three interconnected repositories:
1. **[ComfyUI Core](https://github.com/comfyanonymous/ComfyUI)**
- Releases a new stable version (e.g., v0.7.0) roughly every week.
- Starting from v0.4.0 patch versions will be used for fixes backported onto the current stable release.
- Minor versions will be used for releases off the master branch.
- Patch versions may still be used for releases on the master branch in cases where a backport would not make sense.
- Commits outside of the stable release tags may be very unstable and break many custom nodes.
- Serves as the foundation for the desktop release
2. **[ComfyUI Desktop](https://github.com/Comfy-Org/desktop)**
- Builds a new release using the latest stable core version
3. **[ComfyUI Frontend](https://github.com/Comfy-Org/ComfyUI_frontend)**
- Weekly frontend updates are merged into the core repository
- Features are frozen for the upcoming core release
- Development continues for the next release cycle
## Shortcuts
| Keybind | Explanation |
@@ -142,20 +179,22 @@ There is a portable standalone build for Windows that should work for running on
### [Direct link to download](https://github.com/comfyanonymous/ComfyUI/releases/latest/download/ComfyUI_windows_portable_nvidia.7z)
Simply download, extract with [7-Zip](https://7-zip.org) and run. Make sure you put your Stable Diffusion checkpoints/models (the huge ckpt/safetensors files) in: ComfyUI\models\checkpoints
Simply download, extract with [7-Zip](https://7-zip.org) or with the windows explorer on recent windows versions and run. For smaller models you normally only need to put the checkpoints (the huge ckpt/safetensors files) in: ComfyUI\models\checkpoints but many of the larger models have multiple files. Make sure to follow the instructions to know which subfolder to put them in ComfyUI\models\
If you have trouble extracting it, right click the file -> properties -> unblock
If you have a 50 series Blackwell card like a 5090 or 5080 see [this discussion thread](https://github.com/comfyanonymous/ComfyUI/discussions/6643)
The portable above currently comes with python 3.13 and pytorch cuda 13.0. Update your Nvidia drivers if it doesn't start.
#### Alternative Downloads:
[Experimental portable for AMD GPUs](https://github.com/comfyanonymous/ComfyUI/releases/latest/download/ComfyUI_windows_portable_amd.7z)
[Portable with pytorch cuda 12.6 and python 3.12](https://github.com/comfyanonymous/ComfyUI/releases/latest/download/ComfyUI_windows_portable_nvidia_cu126.7z) (Supports Nvidia 10 series and older GPUs).
#### How do I share models between another UI and ComfyUI?
See the [Config file](extra_model_paths.yaml.example) to set the search paths for models. In the standalone windows build you can find this file in the ComfyUI directory. Rename this file to extra_model_paths.yaml and edit it with your favorite text editor.
## Jupyter Notebook
To run it on services like paperspace, kaggle or colab you can use my [Jupyter Notebook](notebooks/comfyui_colab.ipynb)
## [comfy-cli](https://docs.comfy.org/comfy-cli/getting-started)
@@ -167,7 +206,13 @@ comfy install
## Manual Install (Windows, Linux)
python 3.13 is supported but using 3.12 is recommended because some custom nodes and their dependencies might not support it yet.
Python 3.14 works but some custom nodes may have issues. The free threaded variant works but some dependencies will enable the GIL so it's not fully supported.
Python 3.13 is very well supported. If you have trouble with some custom node dependencies on 3.13 you can try 3.12
torch 2.4 and above is supported but some features and optimizations might only work on newer versions. We generally recommend using the latest major version of pytorch with the latest cuda version unless it is less than 2 weeks old.
### Instructions:
Git clone this repo.
@@ -176,48 +221,54 @@ Put your SD checkpoints (the huge ckpt/safetensors files) in: models/checkpoints
Put your VAE in: models/vae
### AMD GPUs (Linux only)
### AMD GPUs (Linux)
AMD users can install rocm and pytorch with pip if you don't have it already installed, this is the command to install the stable version:
```pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.2.4```
```pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm7.1```
This is the command to install the nightly with ROCm 6.3 which might have some performance improvements:
This is the command to install the nightly with ROCm 7.2 which might have some performance improvements:
```pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.3```
```pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm7.2```
### AMD GPUs (Experimental: Windows and Linux), RDNA 3, 3.5 and 4 only.
These have less hardware support than the builds above but they work on windows. You also need to install the pytorch version specific to your hardware.
RDNA 3 (RX 7000 series):
```pip install --pre torch torchvision torchaudio --index-url https://rocm.nightlies.amd.com/v2/gfx110X-all/```
RDNA 3.5 (Strix halo/Ryzen AI Max+ 365):
```pip install --pre torch torchvision torchaudio --index-url https://rocm.nightlies.amd.com/v2/gfx1151/```
RDNA 4 (RX 9000 series):
```pip install --pre torch torchvision torchaudio --index-url https://rocm.nightlies.amd.com/v2/gfx120X-all/```
### Intel GPUs (Windows and Linux)
(Option 1) Intel Arc GPU users can install native PyTorch with torch.xpu support using pip (currently available in PyTorch nightly builds). More information can be found [here](https://pytorch.org/docs/main/notes/get_start_xpu.html)
1. To install PyTorch nightly, use the following command:
Intel Arc GPU users can install native PyTorch with torch.xpu support using pip. More information can be found [here](https://pytorch.org/docs/main/notes/get_start_xpu.html)
1. To install PyTorch xpu, use the following command:
```pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/xpu```
This is the command to install the Pytorch xpu nightly which might have some performance improvements:
```pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/xpu```
2. Launch ComfyUI by running `python main.py`
(Option 2) Alternatively, Intel GPUs supported by Intel Extension for PyTorch (IPEX) can leverage IPEX for improved performance.
1. For Intel® Arc™ A-Series Graphics utilizing IPEX, create a conda environment and use the commands below:
```
conda install libuv
pip install torch==2.3.1.post0+cxx11.abi torchvision==0.18.1.post0+cxx11.abi torchaudio==2.3.1.post0+cxx11.abi intel-extension-for-pytorch==2.3.110.post0+xpu --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/ --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/cn/
```
For other supported Intel GPUs with IPEX, visit [Installation](https://intel.github.io/intel-extension-for-pytorch/index.html#installation?platform=gpu) for more information.
Additional discussion and help can be found [here](https://github.com/comfyanonymous/ComfyUI/discussions/476).
### NVIDIA
Nvidia users should install stable pytorch using this command:
```pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu126```
```pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu130```
This is the command to install pytorch nightly instead which supports the new blackwell 50xx series GPUs and might have performance improvements.
This is the command to install pytorch nightly instead which might have performance improvements.
```pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu128```
```pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu130```
#### Troubleshooting
@@ -248,10 +299,6 @@ You can install ComfyUI in Apple Mac silicon (M1 or M2) with any recent macOS ve
> **Note**: Remember to add your models, VAE, LoRAs etc. to the corresponding Comfy folders, as discussed in [ComfyUI manual installation](#manual-install-windows-linux).
#### DirectML (AMD Cards on Windows)
```pip install torch-directml``` Then you can launch ComfyUI with: ```python main.py --directml```
#### Ascend NPUs
For models compatible with Ascend Extension for PyTorch (torch_npu). To get started, ensure your environment meets the prerequisites outlined on the [installation](https://ascend.github.io/docs/sources/ascend/quick_install.html) page. Here's a step-by-step guide tailored to your platform and installation method:
@@ -269,6 +316,39 @@ For models compatible with Cambricon Extension for PyTorch (torch_mlu). Here's a
2. Next, install the PyTorch(torch_mlu) following the instructions on the [Installation](https://www.cambricon.com/docs/sdk_1.15.0/cambricon_pytorch_1.17.0/user_guide_1.9/index.html)
3. Launch ComfyUI by running `python main.py`
#### Iluvatar Corex
For models compatible with Iluvatar Extension for PyTorch. Here's a step-by-step guide tailored to your platform and installation method:
1. Install the Iluvatar Corex Toolkit by adhering to the platform-specific instructions on the [Installation](https://support.iluvatar.com/#/DocumentCentre?id=1&nameCenter=2&productId=520117912052801536)
2. Launch ComfyUI by running `python main.py`
## [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager/tree/manager-v4)
**ComfyUI-Manager** is an extension that allows you to easily install, update, and manage custom nodes for ComfyUI.
### Setup
1. Install the manager dependencies:
```bash
pip install -r manager_requirements.txt
```
2. Enable the manager with the `--enable-manager` flag when running ComfyUI:
```bash
python main.py --enable-manager
```
### Command Line Options
| Flag | Description |
|------|-------------|
| `--enable-manager` | Enable ComfyUI-Manager |
| `--enable-manager-legacy-ui` | Use the legacy manager UI instead of the new UI (requires `--enable-manager`) |
| `--disable-manager-ui` | Disable the manager UI and endpoints while keeping background features like security checks and scheduled installation completion (requires `--enable-manager`) |
# Running
```python main.py```
@@ -283,7 +363,7 @@ For AMD 7600 and maybe other RDNA3 cards: ```HSA_OVERRIDE_GFX_VERSION=11.0.0 pyt
### AMD ROCm Tips
You can enable experimental memory efficient attention on pytorch 2.5 in ComfyUI on RDNA3 and potentially other AMD GPUs using this command:
You can enable experimental memory efficient attention on recent pytorch in ComfyUI on some AMD GPUs using this command, it should already be enabled by default on RDNA3. If this improves speed for you on latest pytorch on your GPU please report it so that I can enable it by default.
```TORCH_ROCM_AOTRITON_ENABLE_EXPERIMENTAL=1 python main.py --use-pytorch-cross-attention```
@@ -319,7 +399,7 @@ Generate a self-signed certificate (not appropriate for shared/production use) a
Use `--tls-keyfile key.pem --tls-certfile cert.pem` to enable TLS/SSL, the app will now be accessible with `https://...` instead of `http://...`.
> Note: Windows users can use [alexisrolland/docker-openssl](https://github.com/alexisrolland/docker-openssl) or one of the [3rd party binary distributions](https://wiki.openssl.org/index.php/Binaries) to run the command example above.
> Note: Windows users can use [alexisrolland/docker-openssl](https://github.com/alexisrolland/docker-openssl) or one of the [3rd party binary distributions](https://wiki.openssl.org/index.php/Binaries) to run the command example above.
<br/><br/>If you use a container, note that the volume mount `-v` can be a relative path so `... -v ".\:/openssl-certs" ...` would create the key & cert files in the current directory of your command prompt or powershell terminal.
## Support and dev channel
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@@ -0,0 +1,84 @@
# A generic, single database configuration.
[alembic]
# path to migration scripts
# Use forward slashes (/) also on windows to provide an os agnostic path
script_location = alembic_db
# template used to generate migration file names; The default value is %%(rev)s_%%(slug)s
# Uncomment the line below if you want the files to be prepended with date and time
# see https://alembic.sqlalchemy.org/en/latest/tutorial.html#editing-the-ini-file
# for all available tokens
# file_template = %%(year)d_%%(month).2d_%%(day).2d_%%(hour).2d%%(minute).2d-%%(rev)s_%%(slug)s
# sys.path path, will be prepended to sys.path if present.
# defaults to the current working directory.
prepend_sys_path = .
# timezone to use when rendering the date within the migration file
# as well as the filename.
# If specified, requires the python>=3.9 or backports.zoneinfo library and tzdata library.
# Any required deps can installed by adding `alembic[tz]` to the pip requirements
# string value is passed to ZoneInfo()
# leave blank for localtime
# timezone =
# max length of characters to apply to the "slug" field
# truncate_slug_length = 40
# set to 'true' to run the environment during
# the 'revision' command, regardless of autogenerate
# revision_environment = false
# set to 'true' to allow .pyc and .pyo files without
# a source .py file to be detected as revisions in the
# versions/ directory
# sourceless = false
# version location specification; This defaults
# to alembic_db/versions. When using multiple version
# directories, initial revisions must be specified with --version-path.
# The path separator used here should be the separator specified by "version_path_separator" below.
# version_locations = %(here)s/bar:%(here)s/bat:alembic_db/versions
# version path separator; As mentioned above, this is the character used to split
# version_locations. The default within new alembic.ini files is "os", which uses os.pathsep.
# If this key is omitted entirely, it falls back to the legacy behavior of splitting on spaces and/or commas.
# Valid values for version_path_separator are:
#
# version_path_separator = :
# version_path_separator = ;
# version_path_separator = space
# version_path_separator = newline
#
# Use os.pathsep. Default configuration used for new projects.
version_path_separator = os
# set to 'true' to search source files recursively
# in each "version_locations" directory
# new in Alembic version 1.10
# recursive_version_locations = false
# the output encoding used when revision files
# are written from script.py.mako
# output_encoding = utf-8
sqlalchemy.url = sqlite:///user/comfyui.db
[post_write_hooks]
# post_write_hooks defines scripts or Python functions that are run
# on newly generated revision scripts. See the documentation for further
# detail and examples
# format using "black" - use the console_scripts runner, against the "black" entrypoint
# hooks = black
# black.type = console_scripts
# black.entrypoint = black
# black.options = -l 79 REVISION_SCRIPT_FILENAME
# lint with attempts to fix using "ruff" - use the exec runner, execute a binary
# hooks = ruff
# ruff.type = exec
# ruff.executable = %(here)s/.venv/bin/ruff
# ruff.options = check --fix REVISION_SCRIPT_FILENAME
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@@ -0,0 +1,4 @@
## Generate new revision
1. Update models in `/app/database/models.py`
2. Run `alembic revision --autogenerate -m "{your message}"`
+64
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@@ -0,0 +1,64 @@
from sqlalchemy import engine_from_config
from sqlalchemy import pool
from alembic import context
# this is the Alembic Config object, which provides
# access to the values within the .ini file in use.
config = context.config
from app.database.models import Base
target_metadata = Base.metadata
# other values from the config, defined by the needs of env.py,
# can be acquired:
# my_important_option = config.get_main_option("my_important_option")
# ... etc.
def run_migrations_offline() -> None:
"""Run migrations in 'offline' mode.
This configures the context with just a URL
and not an Engine, though an Engine is acceptable
here as well. By skipping the Engine creation
we don't even need a DBAPI to be available.
Calls to context.execute() here emit the given string to the
script output.
"""
url = config.get_main_option("sqlalchemy.url")
context.configure(
url=url,
target_metadata=target_metadata,
literal_binds=True,
dialect_opts={"paramstyle": "named"},
)
with context.begin_transaction():
context.run_migrations()
def run_migrations_online() -> None:
"""Run migrations in 'online' mode.
In this scenario we need to create an Engine
and associate a connection with the context.
"""
connectable = engine_from_config(
config.get_section(config.config_ini_section, {}),
prefix="sqlalchemy.",
poolclass=pool.NullPool,
)
with connectable.connect() as connection:
context.configure(
connection=connection, target_metadata=target_metadata
)
with context.begin_transaction():
context.run_migrations()
if context.is_offline_mode():
run_migrations_offline()
else:
run_migrations_online()
+28
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@@ -0,0 +1,28 @@
"""${message}
Revision ID: ${up_revision}
Revises: ${down_revision | comma,n}
Create Date: ${create_date}
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
${imports if imports else ""}
# revision identifiers, used by Alembic.
revision: str = ${repr(up_revision)}
down_revision: Union[str, None] = ${repr(down_revision)}
branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)}
depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)}
def upgrade() -> None:
"""Upgrade schema."""
${upgrades if upgrades else "pass"}
def downgrade() -> None:
"""Downgrade schema."""
${downgrades if downgrades else "pass"}
+174
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@@ -0,0 +1,174 @@
"""
Initial assets schema
Revision ID: 0001_assets
Revises: None
Create Date: 2025-12-10 00:00:00
"""
from alembic import op
import sqlalchemy as sa
revision = "0001_assets"
down_revision = None
branch_labels = None
depends_on = None
def upgrade() -> None:
# ASSETS: content identity
op.create_table(
"assets",
sa.Column("id", sa.String(length=36), primary_key=True),
sa.Column("hash", sa.String(length=256), nullable=True),
sa.Column("size_bytes", sa.BigInteger(), nullable=False, server_default="0"),
sa.Column("mime_type", sa.String(length=255), nullable=True),
sa.Column("created_at", sa.DateTime(timezone=False), nullable=False),
sa.CheckConstraint("size_bytes >= 0", name="ck_assets_size_nonneg"),
)
op.create_index("uq_assets_hash", "assets", ["hash"], unique=True)
op.create_index("ix_assets_mime_type", "assets", ["mime_type"])
# ASSETS_INFO: user-visible references
op.create_table(
"assets_info",
sa.Column("id", sa.String(length=36), primary_key=True),
sa.Column("owner_id", sa.String(length=128), nullable=False, server_default=""),
sa.Column("name", sa.String(length=512), nullable=False),
sa.Column("asset_id", sa.String(length=36), sa.ForeignKey("assets.id", ondelete="RESTRICT"), nullable=False),
sa.Column("preview_id", sa.String(length=36), sa.ForeignKey("assets.id", ondelete="SET NULL"), nullable=True),
sa.Column("user_metadata", sa.JSON(), nullable=True),
sa.Column("created_at", sa.DateTime(timezone=False), nullable=False),
sa.Column("updated_at", sa.DateTime(timezone=False), nullable=False),
sa.Column("last_access_time", sa.DateTime(timezone=False), nullable=False),
sa.UniqueConstraint("asset_id", "owner_id", "name", name="uq_assets_info_asset_owner_name"),
)
op.create_index("ix_assets_info_owner_id", "assets_info", ["owner_id"])
op.create_index("ix_assets_info_asset_id", "assets_info", ["asset_id"])
op.create_index("ix_assets_info_name", "assets_info", ["name"])
op.create_index("ix_assets_info_created_at", "assets_info", ["created_at"])
op.create_index("ix_assets_info_last_access_time", "assets_info", ["last_access_time"])
op.create_index("ix_assets_info_owner_name", "assets_info", ["owner_id", "name"])
# TAGS: normalized tag vocabulary
op.create_table(
"tags",
sa.Column("name", sa.String(length=512), primary_key=True),
sa.Column("tag_type", sa.String(length=32), nullable=False, server_default="user"),
sa.CheckConstraint("name = lower(name)", name="ck_tags_lowercase"),
)
op.create_index("ix_tags_tag_type", "tags", ["tag_type"])
# ASSET_INFO_TAGS: many-to-many for tags on AssetInfo
op.create_table(
"asset_info_tags",
sa.Column("asset_info_id", sa.String(length=36), sa.ForeignKey("assets_info.id", ondelete="CASCADE"), nullable=False),
sa.Column("tag_name", sa.String(length=512), sa.ForeignKey("tags.name", ondelete="RESTRICT"), nullable=False),
sa.Column("origin", sa.String(length=32), nullable=False, server_default="manual"),
sa.Column("added_at", sa.DateTime(timezone=False), nullable=False),
sa.PrimaryKeyConstraint("asset_info_id", "tag_name", name="pk_asset_info_tags"),
)
op.create_index("ix_asset_info_tags_tag_name", "asset_info_tags", ["tag_name"])
op.create_index("ix_asset_info_tags_asset_info_id", "asset_info_tags", ["asset_info_id"])
# ASSET_CACHE_STATE: N:1 local cache rows per Asset
op.create_table(
"asset_cache_state",
sa.Column("id", sa.Integer(), primary_key=True, autoincrement=True),
sa.Column("asset_id", sa.String(length=36), sa.ForeignKey("assets.id", ondelete="CASCADE"), nullable=False),
sa.Column("file_path", sa.Text(), nullable=False), # absolute local path to cached file
sa.Column("mtime_ns", sa.BigInteger(), nullable=True),
sa.Column("needs_verify", sa.Boolean(), nullable=False, server_default=sa.text("false")),
sa.CheckConstraint("(mtime_ns IS NULL) OR (mtime_ns >= 0)", name="ck_acs_mtime_nonneg"),
sa.UniqueConstraint("file_path", name="uq_asset_cache_state_file_path"),
)
op.create_index("ix_asset_cache_state_file_path", "asset_cache_state", ["file_path"])
op.create_index("ix_asset_cache_state_asset_id", "asset_cache_state", ["asset_id"])
# ASSET_INFO_META: typed KV projection of user_metadata for filtering/sorting
op.create_table(
"asset_info_meta",
sa.Column("asset_info_id", sa.String(length=36), sa.ForeignKey("assets_info.id", ondelete="CASCADE"), nullable=False),
sa.Column("key", sa.String(length=256), nullable=False),
sa.Column("ordinal", sa.Integer(), nullable=False, server_default="0"),
sa.Column("val_str", sa.String(length=2048), nullable=True),
sa.Column("val_num", sa.Numeric(38, 10), nullable=True),
sa.Column("val_bool", sa.Boolean(), nullable=True),
sa.Column("val_json", sa.JSON(), nullable=True),
sa.PrimaryKeyConstraint("asset_info_id", "key", "ordinal", name="pk_asset_info_meta"),
)
op.create_index("ix_asset_info_meta_key", "asset_info_meta", ["key"])
op.create_index("ix_asset_info_meta_key_val_str", "asset_info_meta", ["key", "val_str"])
op.create_index("ix_asset_info_meta_key_val_num", "asset_info_meta", ["key", "val_num"])
op.create_index("ix_asset_info_meta_key_val_bool", "asset_info_meta", ["key", "val_bool"])
# Tags vocabulary
tags_table = sa.table(
"tags",
sa.column("name", sa.String(length=512)),
sa.column("tag_type", sa.String()),
)
op.bulk_insert(
tags_table,
[
{"name": "models", "tag_type": "system"},
{"name": "input", "tag_type": "system"},
{"name": "output", "tag_type": "system"},
{"name": "configs", "tag_type": "system"},
{"name": "checkpoints", "tag_type": "system"},
{"name": "loras", "tag_type": "system"},
{"name": "vae", "tag_type": "system"},
{"name": "text_encoders", "tag_type": "system"},
{"name": "diffusion_models", "tag_type": "system"},
{"name": "clip_vision", "tag_type": "system"},
{"name": "style_models", "tag_type": "system"},
{"name": "embeddings", "tag_type": "system"},
{"name": "diffusers", "tag_type": "system"},
{"name": "vae_approx", "tag_type": "system"},
{"name": "controlnet", "tag_type": "system"},
{"name": "gligen", "tag_type": "system"},
{"name": "upscale_models", "tag_type": "system"},
{"name": "hypernetworks", "tag_type": "system"},
{"name": "photomaker", "tag_type": "system"},
{"name": "classifiers", "tag_type": "system"},
{"name": "encoder", "tag_type": "system"},
{"name": "decoder", "tag_type": "system"},
{"name": "missing", "tag_type": "system"},
{"name": "rescan", "tag_type": "system"},
],
)
def downgrade() -> None:
op.drop_index("ix_asset_info_meta_key_val_bool", table_name="asset_info_meta")
op.drop_index("ix_asset_info_meta_key_val_num", table_name="asset_info_meta")
op.drop_index("ix_asset_info_meta_key_val_str", table_name="asset_info_meta")
op.drop_index("ix_asset_info_meta_key", table_name="asset_info_meta")
op.drop_table("asset_info_meta")
op.drop_index("ix_asset_cache_state_asset_id", table_name="asset_cache_state")
op.drop_index("ix_asset_cache_state_file_path", table_name="asset_cache_state")
op.drop_constraint("uq_asset_cache_state_file_path", table_name="asset_cache_state")
op.drop_table("asset_cache_state")
op.drop_index("ix_asset_info_tags_asset_info_id", table_name="asset_info_tags")
op.drop_index("ix_asset_info_tags_tag_name", table_name="asset_info_tags")
op.drop_table("asset_info_tags")
op.drop_index("ix_tags_tag_type", table_name="tags")
op.drop_table("tags")
op.drop_constraint("uq_assets_info_asset_owner_name", table_name="assets_info")
op.drop_index("ix_assets_info_owner_name", table_name="assets_info")
op.drop_index("ix_assets_info_last_access_time", table_name="assets_info")
op.drop_index("ix_assets_info_created_at", table_name="assets_info")
op.drop_index("ix_assets_info_name", table_name="assets_info")
op.drop_index("ix_assets_info_asset_id", table_name="assets_info")
op.drop_index("ix_assets_info_owner_id", table_name="assets_info")
op.drop_table("assets_info")
op.drop_index("uq_assets_hash", table_name="assets")
op.drop_index("ix_assets_mime_type", table_name="assets")
op.drop_table("assets")
@@ -0,0 +1,267 @@
"""
Merge AssetInfo and AssetCacheState into unified asset_references table.
This migration drops old tables and creates the new unified schema.
All existing data is discarded.
Revision ID: 0002_merge_to_asset_references
Revises: 0001_assets
Create Date: 2025-02-11
"""
from alembic import op
import sqlalchemy as sa
revision = "0002_merge_to_asset_references"
down_revision = "0001_assets"
branch_labels = None
depends_on = None
def upgrade() -> None:
# Drop old tables (order matters due to FK constraints)
op.drop_index("ix_asset_info_meta_key_val_bool", table_name="asset_info_meta")
op.drop_index("ix_asset_info_meta_key_val_num", table_name="asset_info_meta")
op.drop_index("ix_asset_info_meta_key_val_str", table_name="asset_info_meta")
op.drop_index("ix_asset_info_meta_key", table_name="asset_info_meta")
op.drop_table("asset_info_meta")
op.drop_index("ix_asset_info_tags_asset_info_id", table_name="asset_info_tags")
op.drop_index("ix_asset_info_tags_tag_name", table_name="asset_info_tags")
op.drop_table("asset_info_tags")
op.drop_index("ix_asset_cache_state_asset_id", table_name="asset_cache_state")
op.drop_index("ix_asset_cache_state_file_path", table_name="asset_cache_state")
op.drop_table("asset_cache_state")
op.drop_index("ix_assets_info_owner_name", table_name="assets_info")
op.drop_index("ix_assets_info_last_access_time", table_name="assets_info")
op.drop_index("ix_assets_info_created_at", table_name="assets_info")
op.drop_index("ix_assets_info_name", table_name="assets_info")
op.drop_index("ix_assets_info_asset_id", table_name="assets_info")
op.drop_index("ix_assets_info_owner_id", table_name="assets_info")
op.drop_table("assets_info")
# Truncate assets table (cascades handled by dropping dependent tables first)
op.execute("DELETE FROM assets")
# Create asset_references table
op.create_table(
"asset_references",
sa.Column("id", sa.String(length=36), primary_key=True),
sa.Column(
"asset_id",
sa.String(length=36),
sa.ForeignKey("assets.id", ondelete="CASCADE"),
nullable=False,
),
sa.Column("file_path", sa.Text(), nullable=True),
sa.Column("mtime_ns", sa.BigInteger(), nullable=True),
sa.Column(
"needs_verify",
sa.Boolean(),
nullable=False,
server_default=sa.text("false"),
),
sa.Column(
"is_missing", sa.Boolean(), nullable=False, server_default=sa.text("false")
),
sa.Column("enrichment_level", sa.Integer(), nullable=False, server_default="0"),
sa.Column("owner_id", sa.String(length=128), nullable=False, server_default=""),
sa.Column("name", sa.String(length=512), nullable=False),
sa.Column(
"preview_id",
sa.String(length=36),
sa.ForeignKey("assets.id", ondelete="SET NULL"),
nullable=True,
),
sa.Column("user_metadata", sa.JSON(), nullable=True),
sa.Column("created_at", sa.DateTime(timezone=False), nullable=False),
sa.Column("updated_at", sa.DateTime(timezone=False), nullable=False),
sa.Column("last_access_time", sa.DateTime(timezone=False), nullable=False),
sa.Column("deleted_at", sa.DateTime(timezone=False), nullable=True),
sa.CheckConstraint(
"(mtime_ns IS NULL) OR (mtime_ns >= 0)", name="ck_ar_mtime_nonneg"
),
sa.CheckConstraint(
"enrichment_level >= 0 AND enrichment_level <= 2",
name="ck_ar_enrichment_level_range",
),
)
op.create_index(
"uq_asset_references_file_path", "asset_references", ["file_path"], unique=True
)
op.create_index("ix_asset_references_asset_id", "asset_references", ["asset_id"])
op.create_index("ix_asset_references_owner_id", "asset_references", ["owner_id"])
op.create_index("ix_asset_references_name", "asset_references", ["name"])
op.create_index("ix_asset_references_is_missing", "asset_references", ["is_missing"])
op.create_index(
"ix_asset_references_enrichment_level", "asset_references", ["enrichment_level"]
)
op.create_index("ix_asset_references_created_at", "asset_references", ["created_at"])
op.create_index(
"ix_asset_references_last_access_time", "asset_references", ["last_access_time"]
)
op.create_index(
"ix_asset_references_owner_name", "asset_references", ["owner_id", "name"]
)
op.create_index("ix_asset_references_deleted_at", "asset_references", ["deleted_at"])
# Create asset_reference_tags table
op.create_table(
"asset_reference_tags",
sa.Column(
"asset_reference_id",
sa.String(length=36),
sa.ForeignKey("asset_references.id", ondelete="CASCADE"),
nullable=False,
),
sa.Column(
"tag_name",
sa.String(length=512),
sa.ForeignKey("tags.name", ondelete="RESTRICT"),
nullable=False,
),
sa.Column(
"origin", sa.String(length=32), nullable=False, server_default="manual"
),
sa.Column("added_at", sa.DateTime(timezone=False), nullable=False),
sa.PrimaryKeyConstraint(
"asset_reference_id", "tag_name", name="pk_asset_reference_tags"
),
)
op.create_index(
"ix_asset_reference_tags_tag_name", "asset_reference_tags", ["tag_name"]
)
op.create_index(
"ix_asset_reference_tags_asset_reference_id",
"asset_reference_tags",
["asset_reference_id"],
)
# Create asset_reference_meta table
op.create_table(
"asset_reference_meta",
sa.Column(
"asset_reference_id",
sa.String(length=36),
sa.ForeignKey("asset_references.id", ondelete="CASCADE"),
nullable=False,
),
sa.Column("key", sa.String(length=256), nullable=False),
sa.Column("ordinal", sa.Integer(), nullable=False, server_default="0"),
sa.Column("val_str", sa.String(length=2048), nullable=True),
sa.Column("val_num", sa.Numeric(38, 10), nullable=True),
sa.Column("val_bool", sa.Boolean(), nullable=True),
sa.Column("val_json", sa.JSON(), nullable=True),
sa.PrimaryKeyConstraint(
"asset_reference_id", "key", "ordinal", name="pk_asset_reference_meta"
),
)
op.create_index("ix_asset_reference_meta_key", "asset_reference_meta", ["key"])
op.create_index(
"ix_asset_reference_meta_key_val_str", "asset_reference_meta", ["key", "val_str"]
)
op.create_index(
"ix_asset_reference_meta_key_val_num", "asset_reference_meta", ["key", "val_num"]
)
op.create_index(
"ix_asset_reference_meta_key_val_bool",
"asset_reference_meta",
["key", "val_bool"],
)
def downgrade() -> None:
"""Reverse 0002_merge_to_asset_references: drop new tables, recreate old schema.
NOTE: Data is not recoverable. The upgrade discards all rows from the old
tables and truncates assets. After downgrade the old schema will be empty.
A filesystem rescan will repopulate data once the older code is running.
"""
# Drop new tables (order matters due to FK constraints)
op.drop_index("ix_asset_reference_meta_key_val_bool", table_name="asset_reference_meta")
op.drop_index("ix_asset_reference_meta_key_val_num", table_name="asset_reference_meta")
op.drop_index("ix_asset_reference_meta_key_val_str", table_name="asset_reference_meta")
op.drop_index("ix_asset_reference_meta_key", table_name="asset_reference_meta")
op.drop_table("asset_reference_meta")
op.drop_index("ix_asset_reference_tags_asset_reference_id", table_name="asset_reference_tags")
op.drop_index("ix_asset_reference_tags_tag_name", table_name="asset_reference_tags")
op.drop_table("asset_reference_tags")
op.drop_index("ix_asset_references_deleted_at", table_name="asset_references")
op.drop_index("ix_asset_references_owner_name", table_name="asset_references")
op.drop_index("ix_asset_references_last_access_time", table_name="asset_references")
op.drop_index("ix_asset_references_created_at", table_name="asset_references")
op.drop_index("ix_asset_references_enrichment_level", table_name="asset_references")
op.drop_index("ix_asset_references_is_missing", table_name="asset_references")
op.drop_index("ix_asset_references_name", table_name="asset_references")
op.drop_index("ix_asset_references_owner_id", table_name="asset_references")
op.drop_index("ix_asset_references_asset_id", table_name="asset_references")
op.drop_index("uq_asset_references_file_path", table_name="asset_references")
op.drop_table("asset_references")
# Truncate assets (upgrade deleted all rows; downgrade starts fresh too)
op.execute("DELETE FROM assets")
# Recreate old tables from 0001_assets schema
op.create_table(
"assets_info",
sa.Column("id", sa.String(length=36), primary_key=True),
sa.Column("owner_id", sa.String(length=128), nullable=False, server_default=""),
sa.Column("name", sa.String(length=512), nullable=False),
sa.Column("asset_id", sa.String(length=36), sa.ForeignKey("assets.id", ondelete="RESTRICT"), nullable=False),
sa.Column("preview_id", sa.String(length=36), sa.ForeignKey("assets.id", ondelete="SET NULL"), nullable=True),
sa.Column("user_metadata", sa.JSON(), nullable=True),
sa.Column("created_at", sa.DateTime(timezone=False), nullable=False),
sa.Column("updated_at", sa.DateTime(timezone=False), nullable=False),
sa.Column("last_access_time", sa.DateTime(timezone=False), nullable=False),
sa.UniqueConstraint("asset_id", "owner_id", "name", name="uq_assets_info_asset_owner_name"),
)
op.create_index("ix_assets_info_owner_id", "assets_info", ["owner_id"])
op.create_index("ix_assets_info_asset_id", "assets_info", ["asset_id"])
op.create_index("ix_assets_info_name", "assets_info", ["name"])
op.create_index("ix_assets_info_created_at", "assets_info", ["created_at"])
op.create_index("ix_assets_info_last_access_time", "assets_info", ["last_access_time"])
op.create_index("ix_assets_info_owner_name", "assets_info", ["owner_id", "name"])
op.create_table(
"asset_cache_state",
sa.Column("id", sa.Integer(), primary_key=True, autoincrement=True),
sa.Column("asset_id", sa.String(length=36), sa.ForeignKey("assets.id", ondelete="CASCADE"), nullable=False),
sa.Column("file_path", sa.Text(), nullable=False),
sa.Column("mtime_ns", sa.BigInteger(), nullable=True),
sa.Column("needs_verify", sa.Boolean(), nullable=False, server_default=sa.text("false")),
sa.CheckConstraint("(mtime_ns IS NULL) OR (mtime_ns >= 0)", name="ck_acs_mtime_nonneg"),
sa.UniqueConstraint("file_path", name="uq_asset_cache_state_file_path"),
)
op.create_index("ix_asset_cache_state_file_path", "asset_cache_state", ["file_path"])
op.create_index("ix_asset_cache_state_asset_id", "asset_cache_state", ["asset_id"])
op.create_table(
"asset_info_tags",
sa.Column("asset_info_id", sa.String(length=36), sa.ForeignKey("assets_info.id", ondelete="CASCADE"), nullable=False),
sa.Column("tag_name", sa.String(length=512), sa.ForeignKey("tags.name", ondelete="RESTRICT"), nullable=False),
sa.Column("origin", sa.String(length=32), nullable=False, server_default="manual"),
sa.Column("added_at", sa.DateTime(timezone=False), nullable=False),
sa.PrimaryKeyConstraint("asset_info_id", "tag_name", name="pk_asset_info_tags"),
)
op.create_index("ix_asset_info_tags_tag_name", "asset_info_tags", ["tag_name"])
op.create_index("ix_asset_info_tags_asset_info_id", "asset_info_tags", ["asset_info_id"])
op.create_table(
"asset_info_meta",
sa.Column("asset_info_id", sa.String(length=36), sa.ForeignKey("assets_info.id", ondelete="CASCADE"), nullable=False),
sa.Column("key", sa.String(length=256), nullable=False),
sa.Column("ordinal", sa.Integer(), nullable=False, server_default="0"),
sa.Column("val_str", sa.String(length=2048), nullable=True),
sa.Column("val_num", sa.Numeric(38, 10), nullable=True),
sa.Column("val_bool", sa.Boolean(), nullable=True),
sa.Column("val_json", sa.JSON(), nullable=True),
sa.PrimaryKeyConstraint("asset_info_id", "key", "ordinal", name="pk_asset_info_meta"),
)
op.create_index("ix_asset_info_meta_key", "asset_info_meta", ["key"])
op.create_index("ix_asset_info_meta_key_val_str", "asset_info_meta", ["key", "val_str"])
op.create_index("ix_asset_info_meta_key_val_num", "asset_info_meta", ["key", "val_num"])
op.create_index("ix_asset_info_meta_key_val_bool", "asset_info_meta", ["key", "val_bool"])
@@ -58,8 +58,13 @@ class InternalRoutes:
return web.json_response({"error": "Invalid directory type"}, status=400)
directory = get_directory_by_type(directory_type)
def is_visible_file(entry: os.DirEntry) -> bool:
"""Filter out hidden files (e.g., .DS_Store on macOS)."""
return entry.is_file() and not entry.name.startswith('.')
sorted_files = sorted(
(entry for entry in os.scandir(directory) if entry.is_file()),
(entry for entry in os.scandir(directory) if is_visible_file(entry)),
key=lambda entry: -entry.stat().st_mtime
)
return web.json_response([entry.name for entry in sorted_files], status=200)
+8 -2
View File
@@ -9,8 +9,14 @@ class AppSettings():
self.user_manager = user_manager
def get_settings(self, request):
file = self.user_manager.get_request_user_filepath(
request, "comfy.settings.json")
try:
file = self.user_manager.get_request_user_filepath(
request,
"comfy.settings.json"
)
except KeyError as e:
logging.error("User settings not found.")
raise web.HTTPUnauthorized() from e
if os.path.isfile(file):
try:
with open(file) as f:
+758
View File
@@ -0,0 +1,758 @@
import asyncio
import functools
import json
import logging
import os
import urllib.parse
import uuid
from typing import Any
from aiohttp import web
from pydantic import ValidationError
import folder_paths
from app import user_manager
from app.assets.api import schemas_in, schemas_out
from app.assets.api.schemas_in import (
AssetValidationError,
UploadError,
)
from app.assets.helpers import validate_blake3_hash
from app.assets.api.upload import (
delete_temp_file_if_exists,
parse_multipart_upload,
)
from app.assets.seeder import ScanInProgressError, asset_seeder
from app.assets.services import (
DependencyMissingError,
HashMismatchError,
apply_tags,
asset_exists,
create_from_hash,
delete_asset_reference,
get_asset_detail,
list_assets_page,
list_tags,
remove_tags,
resolve_asset_for_download,
update_asset_metadata,
upload_from_temp_path,
)
ROUTES = web.RouteTableDef()
USER_MANAGER: user_manager.UserManager | None = None
_ASSETS_ENABLED = False
def _require_assets_feature_enabled(handler):
@functools.wraps(handler)
async def wrapper(request: web.Request) -> web.Response:
if not _ASSETS_ENABLED:
return _build_error_response(
503,
"SERVICE_DISABLED",
"Assets system is disabled. Start the server with --enable-assets to use this feature.",
)
return await handler(request)
return wrapper
# UUID regex (canonical hyphenated form, case-insensitive)
UUID_RE = r"[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}"
def get_query_dict(request: web.Request) -> dict[str, Any]:
"""Gets a dictionary of query parameters from the request.
request.query is a MultiMapping[str], needs to be converted to a dict
to be validated by Pydantic.
"""
query_dict = {
key: request.query.getall(key)
if len(request.query.getall(key)) > 1
else request.query.get(key)
for key in request.query.keys()
}
return query_dict
# Note to any custom node developers reading this code:
# The assets system is not yet fully implemented,
# do not rely on the code in /app/assets remaining the same.
def register_assets_routes(
app: web.Application,
user_manager_instance: user_manager.UserManager | None = None,
) -> None:
global USER_MANAGER, _ASSETS_ENABLED
if user_manager_instance is not None:
USER_MANAGER = user_manager_instance
_ASSETS_ENABLED = True
app.add_routes(ROUTES)
def disable_assets_routes() -> None:
"""Disable asset routes at runtime (e.g. after DB init failure)."""
global _ASSETS_ENABLED
_ASSETS_ENABLED = False
def _build_error_response(
status: int, code: str, message: str, details: dict | None = None
) -> web.Response:
return web.json_response(
{"error": {"code": code, "message": message, "details": details or {}}},
status=status,
)
def _build_validation_error_response(code: str, ve: ValidationError) -> web.Response:
errors = json.loads(ve.json())
return _build_error_response(400, code, "Validation failed.", {"errors": errors})
def _validate_sort_field(requested: str | None) -> str:
if not requested:
return "created_at"
v = requested.lower()
if v in {"name", "created_at", "updated_at", "size", "last_access_time"}:
return v
return "created_at"
@ROUTES.head("/api/assets/hash/{hash}")
@_require_assets_feature_enabled
async def head_asset_by_hash(request: web.Request) -> web.Response:
hash_str = request.match_info.get("hash", "").strip().lower()
try:
hash_str = validate_blake3_hash(hash_str)
except ValueError:
return _build_error_response(
400, "INVALID_HASH", "hash must be like 'blake3:<hex>'"
)
exists = asset_exists(hash_str)
return web.Response(status=200 if exists else 404)
@ROUTES.get("/api/assets")
@_require_assets_feature_enabled
async def list_assets_route(request: web.Request) -> web.Response:
"""
GET request to list assets.
"""
query_dict = get_query_dict(request)
try:
q = schemas_in.ListAssetsQuery.model_validate(query_dict)
except ValidationError as ve:
return _build_validation_error_response("INVALID_QUERY", ve)
sort = _validate_sort_field(q.sort)
order_candidate = (q.order or "desc").lower()
order = order_candidate if order_candidate in {"asc", "desc"} else "desc"
result = list_assets_page(
owner_id=USER_MANAGER.get_request_user_id(request),
include_tags=q.include_tags,
exclude_tags=q.exclude_tags,
name_contains=q.name_contains,
metadata_filter=q.metadata_filter,
limit=q.limit,
offset=q.offset,
sort=sort,
order=order,
)
summaries = [
schemas_out.AssetSummary(
id=item.ref.id,
name=item.ref.name,
asset_hash=item.asset.hash if item.asset else None,
size=int(item.asset.size_bytes) if item.asset else None,
mime_type=item.asset.mime_type if item.asset else None,
tags=item.tags,
created_at=item.ref.created_at,
updated_at=item.ref.updated_at,
last_access_time=item.ref.last_access_time,
)
for item in result.items
]
payload = schemas_out.AssetsList(
assets=summaries,
total=result.total,
has_more=(q.offset + len(summaries)) < result.total,
)
return web.json_response(payload.model_dump(mode="json", exclude_none=True))
@ROUTES.get(f"/api/assets/{{id:{UUID_RE}}}")
@_require_assets_feature_enabled
async def get_asset_route(request: web.Request) -> web.Response:
"""
GET request to get an asset's info as JSON.
"""
reference_id = str(uuid.UUID(request.match_info["id"]))
try:
result = get_asset_detail(
reference_id=reference_id,
owner_id=USER_MANAGER.get_request_user_id(request),
)
if not result:
return _build_error_response(
404,
"ASSET_NOT_FOUND",
f"AssetReference {reference_id} not found",
{"id": reference_id},
)
payload = schemas_out.AssetDetail(
id=result.ref.id,
name=result.ref.name,
asset_hash=result.asset.hash if result.asset else None,
size=int(result.asset.size_bytes) if result.asset else None,
mime_type=result.asset.mime_type if result.asset else None,
tags=result.tags,
user_metadata=result.ref.user_metadata or {},
preview_id=result.ref.preview_id,
created_at=result.ref.created_at,
last_access_time=result.ref.last_access_time,
)
except ValueError as e:
return _build_error_response(
404, "ASSET_NOT_FOUND", str(e), {"id": reference_id}
)
except Exception:
logging.exception(
"get_asset failed for reference_id=%s, owner_id=%s",
reference_id,
USER_MANAGER.get_request_user_id(request),
)
return _build_error_response(500, "INTERNAL", "Unexpected server error.")
return web.json_response(payload.model_dump(mode="json"), status=200)
@ROUTES.get(f"/api/assets/{{id:{UUID_RE}}}/content")
@_require_assets_feature_enabled
async def download_asset_content(request: web.Request) -> web.Response:
disposition = request.query.get("disposition", "attachment").lower().strip()
if disposition not in {"inline", "attachment"}:
disposition = "attachment"
try:
result = resolve_asset_for_download(
reference_id=str(uuid.UUID(request.match_info["id"])),
owner_id=USER_MANAGER.get_request_user_id(request),
)
abs_path = result.abs_path
content_type = result.content_type
filename = result.download_name
except ValueError as ve:
return _build_error_response(404, "ASSET_NOT_FOUND", str(ve))
except NotImplementedError as nie:
return _build_error_response(501, "BACKEND_UNSUPPORTED", str(nie))
except FileNotFoundError:
return _build_error_response(
404, "FILE_NOT_FOUND", "Underlying file not found on disk."
)
_DANGEROUS_MIME_TYPES = {
"text/html", "text/html-sandboxed", "application/xhtml+xml",
"text/javascript", "text/css",
}
if content_type in _DANGEROUS_MIME_TYPES:
content_type = "application/octet-stream"
safe_name = (filename or "").replace("\r", "").replace("\n", "")
encoded = urllib.parse.quote(safe_name)
cd = f"{disposition}; filename*=UTF-8''{encoded}"
file_size = os.path.getsize(abs_path)
size_mb = file_size / (1024 * 1024)
logging.info(
"download_asset_content: path=%s, size=%d bytes (%.2f MB), type=%s, name=%s",
abs_path,
file_size,
size_mb,
content_type,
filename,
)
async def stream_file_chunks():
chunk_size = 64 * 1024
with open(abs_path, "rb") as f:
while True:
chunk = f.read(chunk_size)
if not chunk:
break
yield chunk
return web.Response(
body=stream_file_chunks(),
content_type=content_type,
headers={
"Content-Disposition": cd,
"Content-Length": str(file_size),
"X-Content-Type-Options": "nosniff",
},
)
@ROUTES.post("/api/assets/from-hash")
@_require_assets_feature_enabled
async def create_asset_from_hash_route(request: web.Request) -> web.Response:
try:
payload = await request.json()
body = schemas_in.CreateFromHashBody.model_validate(payload)
except ValidationError as ve:
return _build_validation_error_response("INVALID_BODY", ve)
except Exception:
return _build_error_response(
400, "INVALID_JSON", "Request body must be valid JSON."
)
result = create_from_hash(
hash_str=body.hash,
name=body.name,
tags=body.tags,
user_metadata=body.user_metadata,
owner_id=USER_MANAGER.get_request_user_id(request),
)
if result is None:
return _build_error_response(
404, "ASSET_NOT_FOUND", f"Asset content {body.hash} does not exist"
)
payload_out = schemas_out.AssetCreated(
id=result.ref.id,
name=result.ref.name,
asset_hash=result.asset.hash,
size=int(result.asset.size_bytes),
mime_type=result.asset.mime_type,
tags=result.tags,
user_metadata=result.ref.user_metadata or {},
preview_id=result.ref.preview_id,
created_at=result.ref.created_at,
last_access_time=result.ref.last_access_time,
created_new=result.created_new,
)
return web.json_response(payload_out.model_dump(mode="json"), status=201)
@ROUTES.post("/api/assets")
@_require_assets_feature_enabled
async def upload_asset(request: web.Request) -> web.Response:
"""Multipart/form-data endpoint for Asset uploads."""
try:
parsed = await parse_multipart_upload(request, check_hash_exists=asset_exists)
except UploadError as e:
return _build_error_response(e.status, e.code, e.message)
owner_id = USER_MANAGER.get_request_user_id(request)
try:
spec = schemas_in.UploadAssetSpec.model_validate(
{
"tags": parsed.tags_raw,
"name": parsed.provided_name,
"user_metadata": parsed.user_metadata_raw,
"hash": parsed.provided_hash,
}
)
except ValidationError as ve:
delete_temp_file_if_exists(parsed.tmp_path)
return _build_error_response(
400, "INVALID_BODY", f"Validation failed: {ve.json()}"
)
if spec.tags and spec.tags[0] == "models":
if (
len(spec.tags) < 2
or spec.tags[1] not in folder_paths.folder_names_and_paths
):
delete_temp_file_if_exists(parsed.tmp_path)
category = spec.tags[1] if len(spec.tags) >= 2 else ""
return _build_error_response(
400, "INVALID_BODY", f"unknown models category '{category}'"
)
try:
# Fast path: hash exists, create AssetReference without writing anything
if spec.hash and parsed.provided_hash_exists is True:
result = create_from_hash(
hash_str=spec.hash,
name=spec.name or (spec.hash.split(":", 1)[1]),
tags=spec.tags,
user_metadata=spec.user_metadata or {},
owner_id=owner_id,
)
if result is None:
delete_temp_file_if_exists(parsed.tmp_path)
return _build_error_response(
404, "ASSET_NOT_FOUND", f"Asset content {spec.hash} does not exist"
)
delete_temp_file_if_exists(parsed.tmp_path)
else:
# Otherwise, we must have a temp file path to ingest
if not parsed.tmp_path or not os.path.exists(parsed.tmp_path):
return _build_error_response(
400,
"MISSING_INPUT",
"Provided hash not found and no file uploaded.",
)
result = upload_from_temp_path(
temp_path=parsed.tmp_path,
name=spec.name,
tags=spec.tags,
user_metadata=spec.user_metadata or {},
client_filename=parsed.file_client_name,
owner_id=owner_id,
expected_hash=spec.hash,
)
except AssetValidationError as e:
delete_temp_file_if_exists(parsed.tmp_path)
return _build_error_response(400, e.code, str(e))
except ValueError as e:
delete_temp_file_if_exists(parsed.tmp_path)
return _build_error_response(400, "BAD_REQUEST", str(e))
except HashMismatchError as e:
delete_temp_file_if_exists(parsed.tmp_path)
return _build_error_response(400, "HASH_MISMATCH", str(e))
except DependencyMissingError as e:
delete_temp_file_if_exists(parsed.tmp_path)
return _build_error_response(503, "DEPENDENCY_MISSING", e.message)
except Exception:
delete_temp_file_if_exists(parsed.tmp_path)
logging.exception("upload_asset failed for owner_id=%s", owner_id)
return _build_error_response(500, "INTERNAL", "Unexpected server error.")
payload = schemas_out.AssetCreated(
id=result.ref.id,
name=result.ref.name,
asset_hash=result.asset.hash,
size=int(result.asset.size_bytes),
mime_type=result.asset.mime_type,
tags=result.tags,
user_metadata=result.ref.user_metadata or {},
preview_id=result.ref.preview_id,
created_at=result.ref.created_at,
last_access_time=result.ref.last_access_time,
created_new=result.created_new,
)
status = 201 if result.created_new else 200
return web.json_response(payload.model_dump(mode="json"), status=status)
@ROUTES.put(f"/api/assets/{{id:{UUID_RE}}}")
@_require_assets_feature_enabled
async def update_asset_route(request: web.Request) -> web.Response:
reference_id = str(uuid.UUID(request.match_info["id"]))
try:
body = schemas_in.UpdateAssetBody.model_validate(await request.json())
except ValidationError as ve:
return _build_validation_error_response("INVALID_BODY", ve)
except Exception:
return _build_error_response(
400, "INVALID_JSON", "Request body must be valid JSON."
)
try:
result = update_asset_metadata(
reference_id=reference_id,
name=body.name,
user_metadata=body.user_metadata,
owner_id=USER_MANAGER.get_request_user_id(request),
)
payload = schemas_out.AssetUpdated(
id=result.ref.id,
name=result.ref.name,
asset_hash=result.asset.hash if result.asset else None,
tags=result.tags,
user_metadata=result.ref.user_metadata or {},
updated_at=result.ref.updated_at,
)
except PermissionError as pe:
return _build_error_response(403, "FORBIDDEN", str(pe), {"id": reference_id})
except ValueError as ve:
return _build_error_response(
404, "ASSET_NOT_FOUND", str(ve), {"id": reference_id}
)
except Exception:
logging.exception(
"update_asset failed for reference_id=%s, owner_id=%s",
reference_id,
USER_MANAGER.get_request_user_id(request),
)
return _build_error_response(500, "INTERNAL", "Unexpected server error.")
return web.json_response(payload.model_dump(mode="json"), status=200)
@ROUTES.delete(f"/api/assets/{{id:{UUID_RE}}}")
@_require_assets_feature_enabled
async def delete_asset_route(request: web.Request) -> web.Response:
reference_id = str(uuid.UUID(request.match_info["id"]))
delete_content_param = request.query.get("delete_content")
delete_content = (
False
if delete_content_param is None
else delete_content_param.lower() not in {"0", "false", "no"}
)
try:
deleted = delete_asset_reference(
reference_id=reference_id,
owner_id=USER_MANAGER.get_request_user_id(request),
delete_content_if_orphan=delete_content,
)
except Exception:
logging.exception(
"delete_asset_reference failed for reference_id=%s, owner_id=%s",
reference_id,
USER_MANAGER.get_request_user_id(request),
)
return _build_error_response(500, "INTERNAL", "Unexpected server error.")
if not deleted:
return _build_error_response(
404, "ASSET_NOT_FOUND", f"AssetReference {reference_id} not found."
)
return web.Response(status=204)
@ROUTES.get("/api/tags")
@_require_assets_feature_enabled
async def get_tags(request: web.Request) -> web.Response:
"""
GET request to list all tags based on query parameters.
"""
query_map = dict(request.rel_url.query)
try:
query = schemas_in.TagsListQuery.model_validate(query_map)
except ValidationError as e:
return _build_error_response(
400,
"INVALID_QUERY",
"Invalid query parameters",
{"errors": json.loads(e.json())},
)
rows, total = list_tags(
prefix=query.prefix,
limit=query.limit,
offset=query.offset,
order=query.order,
include_zero=query.include_zero,
owner_id=USER_MANAGER.get_request_user_id(request),
)
tags = [
schemas_out.TagUsage(name=name, count=count, type=tag_type)
for (name, tag_type, count) in rows
]
payload = schemas_out.TagsList(
tags=tags, total=total, has_more=(query.offset + len(tags)) < total
)
return web.json_response(payload.model_dump(mode="json"))
@ROUTES.post(f"/api/assets/{{id:{UUID_RE}}}/tags")
@_require_assets_feature_enabled
async def add_asset_tags(request: web.Request) -> web.Response:
reference_id = str(uuid.UUID(request.match_info["id"]))
try:
json_payload = await request.json()
data = schemas_in.TagsAdd.model_validate(json_payload)
except ValidationError as ve:
return _build_error_response(
400,
"INVALID_BODY",
"Invalid JSON body for tags add.",
{"errors": ve.errors()},
)
except Exception:
return _build_error_response(
400, "INVALID_JSON", "Request body must be valid JSON."
)
try:
result = apply_tags(
reference_id=reference_id,
tags=data.tags,
origin="manual",
owner_id=USER_MANAGER.get_request_user_id(request),
)
payload = schemas_out.TagsAdd(
added=result.added,
already_present=result.already_present,
total_tags=result.total_tags,
)
except PermissionError as pe:
return _build_error_response(403, "FORBIDDEN", str(pe), {"id": reference_id})
except ValueError as ve:
return _build_error_response(
404, "ASSET_NOT_FOUND", str(ve), {"id": reference_id}
)
except Exception:
logging.exception(
"add_tags_to_asset failed for reference_id=%s, owner_id=%s",
reference_id,
USER_MANAGER.get_request_user_id(request),
)
return _build_error_response(500, "INTERNAL", "Unexpected server error.")
return web.json_response(payload.model_dump(mode="json"), status=200)
@ROUTES.delete(f"/api/assets/{{id:{UUID_RE}}}/tags")
@_require_assets_feature_enabled
async def delete_asset_tags(request: web.Request) -> web.Response:
reference_id = str(uuid.UUID(request.match_info["id"]))
try:
json_payload = await request.json()
data = schemas_in.TagsRemove.model_validate(json_payload)
except ValidationError as ve:
return _build_error_response(
400,
"INVALID_BODY",
"Invalid JSON body for tags remove.",
{"errors": ve.errors()},
)
except Exception:
return _build_error_response(
400, "INVALID_JSON", "Request body must be valid JSON."
)
try:
result = remove_tags(
reference_id=reference_id,
tags=data.tags,
owner_id=USER_MANAGER.get_request_user_id(request),
)
payload = schemas_out.TagsRemove(
removed=result.removed,
not_present=result.not_present,
total_tags=result.total_tags,
)
except PermissionError as pe:
return _build_error_response(403, "FORBIDDEN", str(pe), {"id": reference_id})
except ValueError as ve:
return _build_error_response(
404, "ASSET_NOT_FOUND", str(ve), {"id": reference_id}
)
except Exception:
logging.exception(
"remove_tags_from_asset failed for reference_id=%s, owner_id=%s",
reference_id,
USER_MANAGER.get_request_user_id(request),
)
return _build_error_response(500, "INTERNAL", "Unexpected server error.")
return web.json_response(payload.model_dump(mode="json"), status=200)
@ROUTES.post("/api/assets/seed")
@_require_assets_feature_enabled
async def seed_assets(request: web.Request) -> web.Response:
"""Trigger asset seeding for specified roots (models, input, output).
Query params:
wait: If "true", block until scan completes (synchronous behavior for tests)
Returns:
202 Accepted if scan started
409 Conflict if scan already running
200 OK with final stats if wait=true
"""
try:
payload = await request.json()
roots = payload.get("roots", ["models", "input", "output"])
except Exception:
roots = ["models", "input", "output"]
valid_roots = tuple(r for r in roots if r in ("models", "input", "output"))
if not valid_roots:
return _build_error_response(400, "INVALID_BODY", "No valid roots specified")
wait_param = request.query.get("wait", "").lower()
should_wait = wait_param in ("true", "1", "yes")
started = asset_seeder.start(roots=valid_roots)
if not started:
return web.json_response({"status": "already_running"}, status=409)
if should_wait:
await asyncio.to_thread(asset_seeder.wait)
status = asset_seeder.get_status()
return web.json_response(
{
"status": "completed",
"progress": {
"scanned": status.progress.scanned if status.progress else 0,
"total": status.progress.total if status.progress else 0,
"created": status.progress.created if status.progress else 0,
"skipped": status.progress.skipped if status.progress else 0,
},
"errors": status.errors,
},
status=200,
)
return web.json_response({"status": "started"}, status=202)
@ROUTES.get("/api/assets/seed/status")
@_require_assets_feature_enabled
async def get_seed_status(request: web.Request) -> web.Response:
"""Get current scan status and progress."""
status = asset_seeder.get_status()
return web.json_response(
{
"state": status.state.value,
"progress": {
"scanned": status.progress.scanned,
"total": status.progress.total,
"created": status.progress.created,
"skipped": status.progress.skipped,
}
if status.progress
else None,
"errors": status.errors,
},
status=200,
)
@ROUTES.post("/api/assets/seed/cancel")
@_require_assets_feature_enabled
async def cancel_seed(request: web.Request) -> web.Response:
"""Request cancellation of in-progress scan."""
cancelled = asset_seeder.cancel()
if cancelled:
return web.json_response({"status": "cancelling"}, status=200)
return web.json_response({"status": "idle"}, status=200)
@ROUTES.post("/api/assets/prune")
@_require_assets_feature_enabled
async def mark_missing_assets(request: web.Request) -> web.Response:
"""Mark assets as missing when outside all known root prefixes.
This is a non-destructive soft-delete operation. Assets and metadata
are preserved, but references are flagged as missing. They can be
restored if the file reappears in a future scan.
Returns:
200 OK with count of marked assets
409 Conflict if a scan is currently running
"""
try:
marked = asset_seeder.mark_missing_outside_prefixes()
except ScanInProgressError:
return web.json_response(
{"status": "scan_running", "marked": 0},
status=409,
)
return web.json_response({"status": "completed", "marked": marked}, status=200)
+291
View File
@@ -0,0 +1,291 @@
import json
from dataclasses import dataclass
from typing import Any, Literal
from app.assets.helpers import validate_blake3_hash
from pydantic import (
BaseModel,
ConfigDict,
Field,
conint,
field_validator,
model_validator,
)
class UploadError(Exception):
"""Error during upload parsing with HTTP status and code."""
def __init__(self, status: int, code: str, message: str):
super().__init__(message)
self.status = status
self.code = code
self.message = message
class AssetValidationError(Exception):
"""Validation error in asset processing (invalid tags, metadata, etc.)."""
def __init__(self, code: str, message: str):
super().__init__(message)
self.code = code
self.message = message
@dataclass
class ParsedUpload:
"""Result of parsing a multipart upload request."""
file_present: bool
file_written: int
file_client_name: str | None
tmp_path: str | None
tags_raw: list[str]
provided_name: str | None
user_metadata_raw: str | None
provided_hash: str | None
provided_hash_exists: bool | None
class ListAssetsQuery(BaseModel):
include_tags: list[str] = Field(default_factory=list)
exclude_tags: list[str] = Field(default_factory=list)
name_contains: str | None = None
# Accept either a JSON string (query param) or a dict
metadata_filter: dict[str, Any] | None = None
limit: conint(ge=1, le=500) = 20
offset: conint(ge=0) = 0
sort: Literal["name", "created_at", "updated_at", "size", "last_access_time"] = (
"created_at"
)
order: Literal["asc", "desc"] = "desc"
@field_validator("include_tags", "exclude_tags", mode="before")
@classmethod
def _split_csv_tags(cls, v):
# Accept "a,b,c" or ["a","b"] (we are liberal in what we accept)
if v is None:
return []
if isinstance(v, str):
return [t.strip() for t in v.split(",") if t.strip()]
if isinstance(v, list):
out: list[str] = []
for item in v:
if isinstance(item, str):
out.extend([t.strip() for t in item.split(",") if t.strip()])
return out
return v
@field_validator("metadata_filter", mode="before")
@classmethod
def _parse_metadata_json(cls, v):
if v is None or isinstance(v, dict):
return v
if isinstance(v, str) and v.strip():
try:
parsed = json.loads(v)
except Exception as e:
raise ValueError(f"metadata_filter must be JSON: {e}") from e
if not isinstance(parsed, dict):
raise ValueError("metadata_filter must be a JSON object")
return parsed
return None
class UpdateAssetBody(BaseModel):
name: str | None = None
user_metadata: dict[str, Any] | None = None
@model_validator(mode="after")
def _validate_at_least_one_field(self):
if self.name is None and self.user_metadata is None:
raise ValueError("Provide at least one of: name, user_metadata.")
return self
class CreateFromHashBody(BaseModel):
model_config = ConfigDict(extra="ignore", str_strip_whitespace=True)
hash: str
name: str
tags: list[str] = Field(default_factory=list)
user_metadata: dict[str, Any] = Field(default_factory=dict)
@field_validator("hash")
@classmethod
def _require_blake3(cls, v):
return validate_blake3_hash(v or "")
@field_validator("tags", mode="before")
@classmethod
def _normalize_tags_field(cls, v):
if v is None:
return []
if isinstance(v, list):
out = [str(t).strip().lower() for t in v if str(t).strip()]
seen = set()
dedup = []
for t in out:
if t not in seen:
seen.add(t)
dedup.append(t)
return dedup
if isinstance(v, str):
return [t.strip().lower() for t in v.split(",") if t.strip()]
return []
class TagsListQuery(BaseModel):
model_config = ConfigDict(extra="ignore", str_strip_whitespace=True)
prefix: str | None = Field(None, min_length=1, max_length=256)
limit: int = Field(100, ge=1, le=1000)
offset: int = Field(0, ge=0, le=10_000_000)
order: Literal["count_desc", "name_asc"] = "count_desc"
include_zero: bool = True
@field_validator("prefix")
@classmethod
def normalize_prefix(cls, v: str | None) -> str | None:
if v is None:
return v
v = v.strip()
return v.lower() or None
class TagsAdd(BaseModel):
model_config = ConfigDict(extra="ignore")
tags: list[str] = Field(..., min_length=1)
@field_validator("tags")
@classmethod
def normalize_tags(cls, v: list[str]) -> list[str]:
out = []
for t in v:
if not isinstance(t, str):
raise TypeError("tags must be strings")
tnorm = t.strip().lower()
if tnorm:
out.append(tnorm)
seen = set()
deduplicated = []
for x in out:
if x not in seen:
seen.add(x)
deduplicated.append(x)
return deduplicated
class TagsRemove(TagsAdd):
pass
class UploadAssetSpec(BaseModel):
"""Upload Asset operation.
- tags: ordered; first is root ('models'|'input'|'output');
if root == 'models', second must be a valid category
- name: display name
- user_metadata: arbitrary JSON object (optional)
- hash: optional canonical 'blake3:<hex>' for validation / fast-path
Files are stored using the content hash as filename stem.
"""
model_config = ConfigDict(extra="ignore", str_strip_whitespace=True)
tags: list[str] = Field(..., min_length=1)
name: str | None = Field(default=None, max_length=512, description="Display Name")
user_metadata: dict[str, Any] = Field(default_factory=dict)
hash: str | None = Field(default=None)
@field_validator("hash", mode="before")
@classmethod
def _parse_hash(cls, v):
if v is None:
return None
s = str(v).strip()
if not s:
return None
return validate_blake3_hash(s)
@field_validator("tags", mode="before")
@classmethod
def _parse_tags(cls, v):
"""
Accepts a list of strings (possibly multiple form fields),
where each string can be:
- JSON array (e.g., '["models","loras","foo"]')
- comma-separated ('models, loras, foo')
- single token ('models')
Returns a normalized, deduplicated, ordered list.
"""
items: list[str] = []
if v is None:
return []
if isinstance(v, str):
v = [v]
if isinstance(v, list):
for item in v:
if item is None:
continue
s = str(item).strip()
if not s:
continue
if s.startswith("["):
try:
arr = json.loads(s)
if isinstance(arr, list):
items.extend(str(x) for x in arr)
continue
except Exception:
pass # fallback to CSV parse below
items.extend([p for p in s.split(",") if p.strip()])
else:
return []
# normalize + dedupe
norm = []
seen = set()
for t in items:
tnorm = str(t).strip().lower()
if tnorm and tnorm not in seen:
seen.add(tnorm)
norm.append(tnorm)
return norm
@field_validator("user_metadata", mode="before")
@classmethod
def _parse_metadata_json(cls, v):
if v is None or isinstance(v, dict):
return v or {}
if isinstance(v, str):
s = v.strip()
if not s:
return {}
try:
parsed = json.loads(s)
except Exception as e:
raise ValueError(f"user_metadata must be JSON: {e}") from e
if not isinstance(parsed, dict):
raise ValueError("user_metadata must be a JSON object")
return parsed
return {}
@model_validator(mode="after")
def _validate_order(self):
if not self.tags:
raise ValueError("tags must be provided and non-empty")
root = self.tags[0]
if root not in {"models", "input", "output"}:
raise ValueError("first tag must be one of: models, input, output")
if root == "models":
if len(self.tags) < 2:
raise ValueError(
"models uploads require a category tag as the second tag"
)
return self
+93
View File
@@ -0,0 +1,93 @@
from datetime import datetime
from typing import Any
from pydantic import BaseModel, ConfigDict, Field, field_serializer
class AssetSummary(BaseModel):
id: str
name: str
asset_hash: str | None = None
size: int | None = None
mime_type: str | None = None
tags: list[str] = Field(default_factory=list)
preview_url: str | None = None
created_at: datetime | None = None
updated_at: datetime | None = None
last_access_time: datetime | None = None
model_config = ConfigDict(from_attributes=True)
@field_serializer("created_at", "updated_at", "last_access_time")
def _serialize_datetime(self, v: datetime | None, _info):
return v.isoformat() if v else None
class AssetsList(BaseModel):
assets: list[AssetSummary]
total: int
has_more: bool
class AssetUpdated(BaseModel):
id: str
name: str
asset_hash: str | None = None
tags: list[str] = Field(default_factory=list)
user_metadata: dict[str, Any] = Field(default_factory=dict)
updated_at: datetime | None = None
model_config = ConfigDict(from_attributes=True)
@field_serializer("updated_at")
def _serialize_updated_at(self, v: datetime | None, _info):
return v.isoformat() if v else None
class AssetDetail(BaseModel):
id: str
name: str
asset_hash: str | None = None
size: int | None = None
mime_type: str | None = None
tags: list[str] = Field(default_factory=list)
user_metadata: dict[str, Any] = Field(default_factory=dict)
preview_id: str | None = None
created_at: datetime | None = None
last_access_time: datetime | None = None
model_config = ConfigDict(from_attributes=True)
@field_serializer("created_at", "last_access_time")
def _serialize_datetime(self, v: datetime | None, _info):
return v.isoformat() if v else None
class AssetCreated(AssetDetail):
created_new: bool
class TagUsage(BaseModel):
name: str
count: int
type: str
class TagsList(BaseModel):
tags: list[TagUsage] = Field(default_factory=list)
total: int
has_more: bool
class TagsAdd(BaseModel):
model_config = ConfigDict(str_strip_whitespace=True)
added: list[str] = Field(default_factory=list)
already_present: list[str] = Field(default_factory=list)
total_tags: list[str] = Field(default_factory=list)
class TagsRemove(BaseModel):
model_config = ConfigDict(str_strip_whitespace=True)
removed: list[str] = Field(default_factory=list)
not_present: list[str] = Field(default_factory=list)
total_tags: list[str] = Field(default_factory=list)
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import logging
import os
import uuid
from typing import Callable
from aiohttp import web
import folder_paths
from app.assets.api.schemas_in import ParsedUpload, UploadError
from app.assets.helpers import validate_blake3_hash
def normalize_and_validate_hash(s: str) -> str:
"""Validate and normalize a hash string.
Returns canonical 'blake3:<hex>' or raises UploadError.
"""
try:
return validate_blake3_hash(s)
except ValueError:
raise UploadError(400, "INVALID_HASH", "hash must be like 'blake3:<hex>'")
async def parse_multipart_upload(
request: web.Request,
check_hash_exists: Callable[[str], bool],
) -> ParsedUpload:
"""
Parse a multipart/form-data upload request.
Args:
request: The aiohttp request
check_hash_exists: Callable(hash_str) -> bool to check if a hash exists
Returns:
ParsedUpload with parsed fields and temp file path
Raises:
UploadError: On validation or I/O errors
"""
if not (request.content_type or "").lower().startswith("multipart/"):
raise UploadError(
415, "UNSUPPORTED_MEDIA_TYPE", "Use multipart/form-data for uploads."
)
reader = await request.multipart()
file_present = False
file_client_name: str | None = None
tags_raw: list[str] = []
provided_name: str | None = None
user_metadata_raw: str | None = None
provided_hash: str | None = None
provided_hash_exists: bool | None = None
file_written = 0
tmp_path: str | None = None
while True:
field = await reader.next()
if field is None:
break
fname = getattr(field, "name", "") or ""
if fname == "hash":
try:
s = ((await field.text()) or "").strip().lower()
except Exception:
raise UploadError(
400, "INVALID_HASH", "hash must be like 'blake3:<hex>'"
)
if s:
provided_hash = normalize_and_validate_hash(s)
try:
provided_hash_exists = check_hash_exists(provided_hash)
except Exception as e:
logging.exception(
"check_hash_exists failed for hash=%s: %s", provided_hash, e
)
raise UploadError(
500,
"HASH_CHECK_FAILED",
"Backend error while checking asset hash.",
)
elif fname == "file":
file_present = True
file_client_name = (field.filename or "").strip()
if provided_hash and provided_hash_exists is True:
# Hash exists - drain file but don't write to disk
try:
while True:
chunk = await field.read_chunk(8 * 1024 * 1024)
if not chunk:
break
file_written += len(chunk)
except Exception:
raise UploadError(
500, "UPLOAD_IO_ERROR", "Failed to receive uploaded file."
)
continue
uploads_root = os.path.join(folder_paths.get_temp_directory(), "uploads")
unique_dir = os.path.join(uploads_root, uuid.uuid4().hex)
os.makedirs(unique_dir, exist_ok=True)
tmp_path = os.path.join(unique_dir, ".upload.part")
try:
with open(tmp_path, "wb") as f:
while True:
chunk = await field.read_chunk(8 * 1024 * 1024)
if not chunk:
break
f.write(chunk)
file_written += len(chunk)
except Exception:
delete_temp_file_if_exists(tmp_path)
raise UploadError(
500, "UPLOAD_IO_ERROR", "Failed to receive and store uploaded file."
)
elif fname == "tags":
tags_raw.append((await field.text()) or "")
elif fname == "name":
provided_name = (await field.text()) or None
elif fname == "user_metadata":
user_metadata_raw = (await field.text()) or None
if not file_present and not (provided_hash and provided_hash_exists):
raise UploadError(
400, "MISSING_FILE", "Form must include a 'file' part or a known 'hash'."
)
if (
file_present
and file_written == 0
and not (provided_hash and provided_hash_exists)
):
delete_temp_file_if_exists(tmp_path)
raise UploadError(400, "EMPTY_UPLOAD", "Uploaded file is empty.")
return ParsedUpload(
file_present=file_present,
file_written=file_written,
file_client_name=file_client_name,
tmp_path=tmp_path,
tags_raw=tags_raw,
provided_name=provided_name,
user_metadata_raw=user_metadata_raw,
provided_hash=provided_hash,
provided_hash_exists=provided_hash_exists,
)
def delete_temp_file_if_exists(tmp_path: str | None) -> None:
"""Safely remove a temp file and its parent directory if empty."""
if tmp_path:
try:
if os.path.exists(tmp_path):
os.remove(tmp_path)
except OSError as e:
logging.debug("Failed to delete temp file %s: %s", tmp_path, e)
try:
parent = os.path.dirname(tmp_path)
if parent and os.path.isdir(parent):
os.rmdir(parent) # only succeeds if empty
except OSError:
pass
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from __future__ import annotations
import uuid
from datetime import datetime
from typing import Any
from sqlalchemy import (
JSON,
BigInteger,
Boolean,
CheckConstraint,
DateTime,
ForeignKey,
Index,
Integer,
Numeric,
String,
Text,
)
from sqlalchemy.orm import Mapped, foreign, mapped_column, relationship
from app.assets.helpers import get_utc_now
from app.database.models import Base
class Asset(Base):
__tablename__ = "assets"
id: Mapped[str] = mapped_column(
String(36), primary_key=True, default=lambda: str(uuid.uuid4())
)
hash: Mapped[str | None] = mapped_column(String(256), nullable=True)
size_bytes: Mapped[int] = mapped_column(BigInteger, nullable=False, default=0)
mime_type: Mapped[str | None] = mapped_column(String(255))
created_at: Mapped[datetime] = mapped_column(
DateTime(timezone=False), nullable=False, default=get_utc_now
)
references: Mapped[list[AssetReference]] = relationship(
"AssetReference",
back_populates="asset",
primaryjoin=lambda: Asset.id == foreign(AssetReference.asset_id),
foreign_keys=lambda: [AssetReference.asset_id],
cascade="all,delete-orphan",
passive_deletes=True,
)
preview_of: Mapped[list[AssetReference]] = relationship(
"AssetReference",
back_populates="preview_asset",
primaryjoin=lambda: Asset.id == foreign(AssetReference.preview_id),
foreign_keys=lambda: [AssetReference.preview_id],
viewonly=True,
)
__table_args__ = (
Index("uq_assets_hash", "hash", unique=True),
Index("ix_assets_mime_type", "mime_type"),
CheckConstraint("size_bytes >= 0", name="ck_assets_size_nonneg"),
)
def __repr__(self) -> str:
return f"<Asset id={self.id} hash={(self.hash or '')[:12]}>"
class AssetReference(Base):
"""Unified model combining file cache state and user-facing metadata.
Each row represents either:
- A filesystem reference (file_path is set) with cache state
- An API-created reference (file_path is NULL) without cache state
"""
__tablename__ = "asset_references"
id: Mapped[str] = mapped_column(
String(36), primary_key=True, default=lambda: str(uuid.uuid4())
)
asset_id: Mapped[str] = mapped_column(
String(36), ForeignKey("assets.id", ondelete="CASCADE"), nullable=False
)
# Cache state fields (from former AssetCacheState)
file_path: Mapped[str | None] = mapped_column(Text, nullable=True)
mtime_ns: Mapped[int | None] = mapped_column(BigInteger, nullable=True)
needs_verify: Mapped[bool] = mapped_column(Boolean, nullable=False, default=False)
is_missing: Mapped[bool] = mapped_column(Boolean, nullable=False, default=False)
enrichment_level: Mapped[int] = mapped_column(Integer, nullable=False, default=0)
# Info fields (from former AssetInfo)
owner_id: Mapped[str] = mapped_column(String(128), nullable=False, default="")
name: Mapped[str] = mapped_column(String(512), nullable=False)
preview_id: Mapped[str | None] = mapped_column(
String(36), ForeignKey("assets.id", ondelete="SET NULL")
)
user_metadata: Mapped[dict[str, Any] | None] = mapped_column(
JSON(none_as_null=True)
)
created_at: Mapped[datetime] = mapped_column(
DateTime(timezone=False), nullable=False, default=get_utc_now
)
updated_at: Mapped[datetime] = mapped_column(
DateTime(timezone=False), nullable=False, default=get_utc_now
)
last_access_time: Mapped[datetime] = mapped_column(
DateTime(timezone=False), nullable=False, default=get_utc_now
)
deleted_at: Mapped[datetime | None] = mapped_column(
DateTime(timezone=False), nullable=True, default=None
)
asset: Mapped[Asset] = relationship(
"Asset",
back_populates="references",
foreign_keys=[asset_id],
lazy="selectin",
)
preview_asset: Mapped[Asset | None] = relationship(
"Asset",
back_populates="preview_of",
foreign_keys=[preview_id],
)
metadata_entries: Mapped[list[AssetReferenceMeta]] = relationship(
back_populates="asset_reference",
cascade="all,delete-orphan",
passive_deletes=True,
)
tag_links: Mapped[list[AssetReferenceTag]] = relationship(
back_populates="asset_reference",
cascade="all,delete-orphan",
passive_deletes=True,
overlaps="tags,asset_references",
)
tags: Mapped[list[Tag]] = relationship(
secondary="asset_reference_tags",
back_populates="asset_references",
lazy="selectin",
viewonly=True,
overlaps="tag_links,asset_reference_links,asset_references,tag",
)
__table_args__ = (
Index("uq_asset_references_file_path", "file_path", unique=True),
Index("ix_asset_references_asset_id", "asset_id"),
Index("ix_asset_references_owner_id", "owner_id"),
Index("ix_asset_references_name", "name"),
Index("ix_asset_references_is_missing", "is_missing"),
Index("ix_asset_references_enrichment_level", "enrichment_level"),
Index("ix_asset_references_created_at", "created_at"),
Index("ix_asset_references_last_access_time", "last_access_time"),
Index("ix_asset_references_deleted_at", "deleted_at"),
Index("ix_asset_references_owner_name", "owner_id", "name"),
CheckConstraint(
"(mtime_ns IS NULL) OR (mtime_ns >= 0)", name="ck_ar_mtime_nonneg"
),
CheckConstraint(
"enrichment_level >= 0 AND enrichment_level <= 2",
name="ck_ar_enrichment_level_range",
),
)
def __repr__(self) -> str:
path_part = f" path={self.file_path!r}" if self.file_path else ""
return f"<AssetReference id={self.id} name={self.name!r}{path_part}>"
class AssetReferenceMeta(Base):
__tablename__ = "asset_reference_meta"
asset_reference_id: Mapped[str] = mapped_column(
String(36),
ForeignKey("asset_references.id", ondelete="CASCADE"),
primary_key=True,
)
key: Mapped[str] = mapped_column(String(256), primary_key=True)
ordinal: Mapped[int] = mapped_column(Integer, primary_key=True, default=0)
val_str: Mapped[str | None] = mapped_column(String(2048), nullable=True)
val_num: Mapped[float | None] = mapped_column(Numeric(38, 10), nullable=True)
val_bool: Mapped[bool | None] = mapped_column(Boolean, nullable=True)
val_json: Mapped[Any | None] = mapped_column(JSON(none_as_null=True), nullable=True)
asset_reference: Mapped[AssetReference] = relationship(
back_populates="metadata_entries"
)
__table_args__ = (
Index("ix_asset_reference_meta_key", "key"),
Index("ix_asset_reference_meta_key_val_str", "key", "val_str"),
Index("ix_asset_reference_meta_key_val_num", "key", "val_num"),
Index("ix_asset_reference_meta_key_val_bool", "key", "val_bool"),
)
class AssetReferenceTag(Base):
__tablename__ = "asset_reference_tags"
asset_reference_id: Mapped[str] = mapped_column(
String(36),
ForeignKey("asset_references.id", ondelete="CASCADE"),
primary_key=True,
)
tag_name: Mapped[str] = mapped_column(
String(512), ForeignKey("tags.name", ondelete="RESTRICT"), primary_key=True
)
origin: Mapped[str] = mapped_column(String(32), nullable=False, default="manual")
added_at: Mapped[datetime] = mapped_column(
DateTime(timezone=False), nullable=False, default=get_utc_now
)
asset_reference: Mapped[AssetReference] = relationship(back_populates="tag_links")
tag: Mapped[Tag] = relationship(back_populates="asset_reference_links")
__table_args__ = (
Index("ix_asset_reference_tags_tag_name", "tag_name"),
Index("ix_asset_reference_tags_asset_reference_id", "asset_reference_id"),
)
class Tag(Base):
__tablename__ = "tags"
name: Mapped[str] = mapped_column(String(512), primary_key=True)
tag_type: Mapped[str] = mapped_column(String(32), nullable=False, default="user")
asset_reference_links: Mapped[list[AssetReferenceTag]] = relationship(
back_populates="tag",
overlaps="asset_references,tags",
)
asset_references: Mapped[list[AssetReference]] = relationship(
secondary="asset_reference_tags",
back_populates="tags",
viewonly=True,
overlaps="asset_reference_links,tag_links,tags,asset_reference",
)
__table_args__ = (Index("ix_tags_tag_type", "tag_type"),)
def __repr__(self) -> str:
return f"<Tag {self.name}>"
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from app.assets.database.queries.asset import (
asset_exists_by_hash,
bulk_insert_assets,
get_asset_by_hash,
get_existing_asset_ids,
reassign_asset_references,
update_asset_hash_and_mime,
upsert_asset,
)
from app.assets.database.queries.asset_reference import (
CacheStateRow,
UnenrichedReferenceRow,
bulk_insert_references_ignore_conflicts,
bulk_update_enrichment_level,
bulk_update_is_missing,
bulk_update_needs_verify,
convert_metadata_to_rows,
delete_assets_by_ids,
delete_orphaned_seed_asset,
delete_reference_by_id,
delete_references_by_ids,
fetch_reference_and_asset,
fetch_reference_asset_and_tags,
get_or_create_reference,
get_reference_by_file_path,
get_reference_by_id,
get_reference_with_owner_check,
get_reference_ids_by_ids,
get_references_by_paths_and_asset_ids,
get_references_for_prefixes,
get_unenriched_references,
get_unreferenced_unhashed_asset_ids,
insert_reference,
list_references_by_asset_id,
list_references_page,
mark_references_missing_outside_prefixes,
reference_exists_for_asset_id,
restore_references_by_paths,
set_reference_metadata,
set_reference_preview,
soft_delete_reference_by_id,
update_reference_access_time,
update_reference_name,
update_reference_timestamps,
update_reference_updated_at,
upsert_reference,
)
from app.assets.database.queries.tags import (
AddTagsResult,
RemoveTagsResult,
SetTagsResult,
add_missing_tag_for_asset_id,
add_tags_to_reference,
bulk_insert_tags_and_meta,
ensure_tags_exist,
get_reference_tags,
list_tags_with_usage,
remove_missing_tag_for_asset_id,
remove_tags_from_reference,
set_reference_tags,
validate_tags_exist,
)
__all__ = [
"AddTagsResult",
"CacheStateRow",
"RemoveTagsResult",
"SetTagsResult",
"UnenrichedReferenceRow",
"add_missing_tag_for_asset_id",
"add_tags_to_reference",
"asset_exists_by_hash",
"bulk_insert_assets",
"bulk_insert_references_ignore_conflicts",
"bulk_insert_tags_and_meta",
"bulk_update_enrichment_level",
"bulk_update_is_missing",
"bulk_update_needs_verify",
"convert_metadata_to_rows",
"delete_assets_by_ids",
"delete_orphaned_seed_asset",
"delete_reference_by_id",
"delete_references_by_ids",
"ensure_tags_exist",
"fetch_reference_and_asset",
"fetch_reference_asset_and_tags",
"get_asset_by_hash",
"get_existing_asset_ids",
"get_or_create_reference",
"get_reference_by_file_path",
"get_reference_by_id",
"get_reference_with_owner_check",
"get_reference_ids_by_ids",
"get_reference_tags",
"get_references_by_paths_and_asset_ids",
"get_references_for_prefixes",
"get_unenriched_references",
"get_unreferenced_unhashed_asset_ids",
"insert_reference",
"list_references_by_asset_id",
"list_references_page",
"list_tags_with_usage",
"mark_references_missing_outside_prefixes",
"reassign_asset_references",
"reference_exists_for_asset_id",
"remove_missing_tag_for_asset_id",
"remove_tags_from_reference",
"restore_references_by_paths",
"set_reference_metadata",
"set_reference_preview",
"soft_delete_reference_by_id",
"set_reference_tags",
"update_asset_hash_and_mime",
"update_reference_access_time",
"update_reference_name",
"update_reference_timestamps",
"update_reference_updated_at",
"upsert_asset",
"upsert_reference",
"validate_tags_exist",
]
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import sqlalchemy as sa
from sqlalchemy import select
from sqlalchemy.dialects import sqlite
from sqlalchemy.orm import Session
from app.assets.database.models import Asset, AssetReference
from app.assets.database.queries.common import MAX_BIND_PARAMS, calculate_rows_per_statement, iter_chunks
def asset_exists_by_hash(
session: Session,
asset_hash: str,
) -> bool:
"""
Check if an asset with a given hash exists in database.
"""
row = (
session.execute(
select(sa.literal(True))
.select_from(Asset)
.where(Asset.hash == asset_hash)
.limit(1)
)
).first()
return row is not None
def get_asset_by_hash(
session: Session,
asset_hash: str,
) -> Asset | None:
return (
(session.execute(select(Asset).where(Asset.hash == asset_hash).limit(1)))
.scalars()
.first()
)
def upsert_asset(
session: Session,
asset_hash: str,
size_bytes: int,
mime_type: str | None = None,
) -> tuple[Asset, bool, bool]:
"""Upsert an Asset by hash. Returns (asset, created, updated)."""
vals = {"hash": asset_hash, "size_bytes": int(size_bytes)}
if mime_type:
vals["mime_type"] = mime_type
ins = (
sqlite.insert(Asset)
.values(**vals)
.on_conflict_do_nothing(index_elements=[Asset.hash])
)
res = session.execute(ins)
created = int(res.rowcount or 0) > 0
asset = (
session.execute(select(Asset).where(Asset.hash == asset_hash).limit(1))
.scalars()
.first()
)
if not asset:
raise RuntimeError("Asset row not found after upsert.")
updated = False
if not created:
changed = False
if asset.size_bytes != int(size_bytes) and int(size_bytes) > 0:
asset.size_bytes = int(size_bytes)
changed = True
if mime_type and asset.mime_type != mime_type:
asset.mime_type = mime_type
changed = True
if changed:
updated = True
return asset, created, updated
def bulk_insert_assets(
session: Session,
rows: list[dict],
) -> None:
"""Bulk insert Asset rows with ON CONFLICT DO NOTHING on hash."""
if not rows:
return
ins = sqlite.insert(Asset).on_conflict_do_nothing(index_elements=[Asset.hash])
for chunk in iter_chunks(rows, calculate_rows_per_statement(5)):
session.execute(ins, chunk)
def get_existing_asset_ids(
session: Session,
asset_ids: list[str],
) -> set[str]:
"""Return the subset of asset_ids that exist in the database."""
if not asset_ids:
return set()
found: set[str] = set()
for chunk in iter_chunks(asset_ids, MAX_BIND_PARAMS):
rows = session.execute(
select(Asset.id).where(Asset.id.in_(chunk))
).fetchall()
found.update(row[0] for row in rows)
return found
def update_asset_hash_and_mime(
session: Session,
asset_id: str,
asset_hash: str | None = None,
mime_type: str | None = None,
) -> bool:
"""Update asset hash and/or mime_type. Returns True if asset was found."""
asset = session.get(Asset, asset_id)
if not asset:
return False
if asset_hash is not None:
asset.hash = asset_hash
if mime_type is not None:
asset.mime_type = mime_type
return True
def reassign_asset_references(
session: Session,
from_asset_id: str,
to_asset_id: str,
reference_id: str,
) -> None:
"""Reassign a reference from one asset to another.
Used when merging a stub asset into an existing asset with the same hash.
"""
ref = session.get(AssetReference, reference_id)
if ref and ref.asset_id == from_asset_id:
ref.asset_id = to_asset_id
session.flush()
File diff suppressed because it is too large Load Diff
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"""Shared utilities for database query modules."""
import os
from typing import Iterable
import sqlalchemy as sa
from app.assets.database.models import AssetReference
from app.assets.helpers import escape_sql_like_string
MAX_BIND_PARAMS = 800
def calculate_rows_per_statement(cols: int) -> int:
"""Calculate how many rows can fit in one statement given column count."""
return max(1, MAX_BIND_PARAMS // max(1, cols))
def iter_chunks(seq, n: int):
"""Yield successive n-sized chunks from seq."""
for i in range(0, len(seq), n):
yield seq[i : i + n]
def iter_row_chunks(rows: list[dict], cols_per_row: int) -> Iterable[list[dict]]:
"""Yield chunks of rows sized to fit within bind param limits."""
if not rows:
return
yield from iter_chunks(rows, calculate_rows_per_statement(cols_per_row))
def build_visible_owner_clause(owner_id: str) -> sa.sql.ClauseElement:
"""Build owner visibility predicate for reads.
Owner-less rows are visible to everyone.
"""
owner_id = (owner_id or "").strip()
if owner_id == "":
return AssetReference.owner_id == ""
return AssetReference.owner_id.in_(["", owner_id])
def build_prefix_like_conditions(
prefixes: list[str],
) -> list[sa.sql.ColumnElement]:
"""Build LIKE conditions for matching file paths under directory prefixes."""
conds = []
for p in prefixes:
base = os.path.abspath(p)
if not base.endswith(os.sep):
base += os.sep
escaped, esc = escape_sql_like_string(base)
conds.append(AssetReference.file_path.like(escaped + "%", escape=esc))
return conds
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from dataclasses import dataclass
from typing import Iterable, Sequence
import sqlalchemy as sa
from sqlalchemy import delete, func, select
from sqlalchemy.dialects import sqlite
from sqlalchemy.exc import IntegrityError
from sqlalchemy.orm import Session
from app.assets.database.models import (
AssetReference,
AssetReferenceMeta,
AssetReferenceTag,
Tag,
)
from app.assets.database.queries.common import (
build_visible_owner_clause,
iter_row_chunks,
)
from app.assets.helpers import escape_sql_like_string, get_utc_now, normalize_tags
@dataclass(frozen=True)
class AddTagsResult:
added: list[str]
already_present: list[str]
total_tags: list[str]
@dataclass(frozen=True)
class RemoveTagsResult:
removed: list[str]
not_present: list[str]
total_tags: list[str]
@dataclass(frozen=True)
class SetTagsResult:
added: list[str]
removed: list[str]
total: list[str]
def validate_tags_exist(session: Session, tags: list[str]) -> None:
"""Raise ValueError if any of the given tag names do not exist."""
existing_tag_names = set(
name
for (name,) in session.execute(select(Tag.name).where(Tag.name.in_(tags))).all()
)
missing = [t for t in tags if t not in existing_tag_names]
if missing:
raise ValueError(f"Unknown tags: {missing}")
def ensure_tags_exist(
session: Session, names: Iterable[str], tag_type: str = "user"
) -> None:
wanted = normalize_tags(list(names))
if not wanted:
return
rows = [{"name": n, "tag_type": tag_type} for n in list(dict.fromkeys(wanted))]
ins = (
sqlite.insert(Tag)
.values(rows)
.on_conflict_do_nothing(index_elements=[Tag.name])
)
session.execute(ins)
def get_reference_tags(session: Session, reference_id: str) -> list[str]:
return [
tag_name
for (tag_name,) in (
session.execute(
select(AssetReferenceTag.tag_name).where(
AssetReferenceTag.asset_reference_id == reference_id
)
)
).all()
]
def set_reference_tags(
session: Session,
reference_id: str,
tags: Sequence[str],
origin: str = "manual",
) -> SetTagsResult:
desired = normalize_tags(tags)
current = set(get_reference_tags(session, reference_id))
to_add = [t for t in desired if t not in current]
to_remove = [t for t in current if t not in desired]
if to_add:
ensure_tags_exist(session, to_add, tag_type="user")
session.add_all(
[
AssetReferenceTag(
asset_reference_id=reference_id,
tag_name=t,
origin=origin,
added_at=get_utc_now(),
)
for t in to_add
]
)
session.flush()
if to_remove:
session.execute(
delete(AssetReferenceTag).where(
AssetReferenceTag.asset_reference_id == reference_id,
AssetReferenceTag.tag_name.in_(to_remove),
)
)
session.flush()
return SetTagsResult(added=to_add, removed=to_remove, total=desired)
def add_tags_to_reference(
session: Session,
reference_id: str,
tags: Sequence[str],
origin: str = "manual",
create_if_missing: bool = True,
reference_row: AssetReference | None = None,
) -> AddTagsResult:
if not reference_row:
ref = session.get(AssetReference, reference_id)
if not ref:
raise ValueError(f"AssetReference {reference_id} not found")
norm = normalize_tags(tags)
if not norm:
total = get_reference_tags(session, reference_id=reference_id)
return AddTagsResult(added=[], already_present=[], total_tags=total)
if create_if_missing:
ensure_tags_exist(session, norm, tag_type="user")
current = set(get_reference_tags(session, reference_id))
want = set(norm)
to_add = sorted(want - current)
if to_add:
with session.begin_nested() as nested:
try:
session.add_all(
[
AssetReferenceTag(
asset_reference_id=reference_id,
tag_name=t,
origin=origin,
added_at=get_utc_now(),
)
for t in to_add
]
)
session.flush()
except IntegrityError:
nested.rollback()
after = set(get_reference_tags(session, reference_id=reference_id))
return AddTagsResult(
added=sorted(((after - current) & want)),
already_present=sorted(want & current),
total_tags=sorted(after),
)
def remove_tags_from_reference(
session: Session,
reference_id: str,
tags: Sequence[str],
) -> RemoveTagsResult:
ref = session.get(AssetReference, reference_id)
if not ref:
raise ValueError(f"AssetReference {reference_id} not found")
norm = normalize_tags(tags)
if not norm:
total = get_reference_tags(session, reference_id=reference_id)
return RemoveTagsResult(removed=[], not_present=[], total_tags=total)
existing = set(get_reference_tags(session, reference_id))
to_remove = sorted(set(t for t in norm if t in existing))
not_present = sorted(set(t for t in norm if t not in existing))
if to_remove:
session.execute(
delete(AssetReferenceTag).where(
AssetReferenceTag.asset_reference_id == reference_id,
AssetReferenceTag.tag_name.in_(to_remove),
)
)
session.flush()
total = get_reference_tags(session, reference_id=reference_id)
return RemoveTagsResult(removed=to_remove, not_present=not_present, total_tags=total)
def add_missing_tag_for_asset_id(
session: Session,
asset_id: str,
origin: str = "automatic",
) -> None:
select_rows = (
sa.select(
AssetReference.id.label("asset_reference_id"),
sa.literal("missing").label("tag_name"),
sa.literal(origin).label("origin"),
sa.literal(get_utc_now()).label("added_at"),
)
.where(AssetReference.asset_id == asset_id)
.where(
sa.not_(
sa.exists().where(
(AssetReferenceTag.asset_reference_id == AssetReference.id)
& (AssetReferenceTag.tag_name == "missing")
)
)
)
)
session.execute(
sqlite.insert(AssetReferenceTag)
.from_select(
["asset_reference_id", "tag_name", "origin", "added_at"],
select_rows,
)
.on_conflict_do_nothing(
index_elements=[
AssetReferenceTag.asset_reference_id,
AssetReferenceTag.tag_name,
]
)
)
def remove_missing_tag_for_asset_id(
session: Session,
asset_id: str,
) -> None:
session.execute(
sa.delete(AssetReferenceTag).where(
AssetReferenceTag.asset_reference_id.in_(
sa.select(AssetReference.id).where(AssetReference.asset_id == asset_id)
),
AssetReferenceTag.tag_name == "missing",
)
)
def list_tags_with_usage(
session: Session,
prefix: str | None = None,
limit: int = 100,
offset: int = 0,
include_zero: bool = True,
order: str = "count_desc",
owner_id: str = "",
) -> tuple[list[tuple[str, str, int]], int]:
counts_sq = (
select(
AssetReferenceTag.tag_name.label("tag_name"),
func.count(AssetReferenceTag.asset_reference_id).label("cnt"),
)
.select_from(AssetReferenceTag)
.join(AssetReference, AssetReference.id == AssetReferenceTag.asset_reference_id)
.where(build_visible_owner_clause(owner_id))
.where(AssetReference.deleted_at.is_(None))
.group_by(AssetReferenceTag.tag_name)
.subquery()
)
q = (
select(
Tag.name,
Tag.tag_type,
func.coalesce(counts_sq.c.cnt, 0).label("count"),
)
.select_from(Tag)
.join(counts_sq, counts_sq.c.tag_name == Tag.name, isouter=True)
)
if prefix:
escaped, esc = escape_sql_like_string(prefix.strip().lower())
q = q.where(Tag.name.like(escaped + "%", escape=esc))
if not include_zero:
q = q.where(func.coalesce(counts_sq.c.cnt, 0) > 0)
if order == "name_asc":
q = q.order_by(Tag.name.asc())
else:
q = q.order_by(func.coalesce(counts_sq.c.cnt, 0).desc(), Tag.name.asc())
total_q = select(func.count()).select_from(Tag)
if prefix:
escaped, esc = escape_sql_like_string(prefix.strip().lower())
total_q = total_q.where(Tag.name.like(escaped + "%", escape=esc))
if not include_zero:
visible_tags_sq = (
select(AssetReferenceTag.tag_name)
.join(AssetReference, AssetReference.id == AssetReferenceTag.asset_reference_id)
.where(build_visible_owner_clause(owner_id))
.where(AssetReference.deleted_at.is_(None))
.group_by(AssetReferenceTag.tag_name)
)
total_q = total_q.where(Tag.name.in_(visible_tags_sq))
rows = (session.execute(q.limit(limit).offset(offset))).all()
total = (session.execute(total_q)).scalar_one()
rows_norm = [(name, ttype, int(count or 0)) for (name, ttype, count) in rows]
return rows_norm, int(total or 0)
def bulk_insert_tags_and_meta(
session: Session,
tag_rows: list[dict],
meta_rows: list[dict],
) -> None:
"""Batch insert into asset_reference_tags and asset_reference_meta.
Uses ON CONFLICT DO NOTHING.
Args:
session: Database session
tag_rows: Dicts with: asset_reference_id, tag_name, origin, added_at
meta_rows: Dicts with: asset_reference_id, key, ordinal, val_*
"""
if tag_rows:
ins_tags = sqlite.insert(AssetReferenceTag).on_conflict_do_nothing(
index_elements=[
AssetReferenceTag.asset_reference_id,
AssetReferenceTag.tag_name,
]
)
for chunk in iter_row_chunks(tag_rows, cols_per_row=4):
session.execute(ins_tags, chunk)
if meta_rows:
ins_meta = sqlite.insert(AssetReferenceMeta).on_conflict_do_nothing(
index_elements=[
AssetReferenceMeta.asset_reference_id,
AssetReferenceMeta.key,
AssetReferenceMeta.ordinal,
]
)
for chunk in iter_row_chunks(meta_rows, cols_per_row=7):
session.execute(ins_meta, chunk)
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import os
from datetime import datetime, timezone
from typing import Sequence
def select_best_live_path(states: Sequence) -> str:
"""
Return the best on-disk path among cache states:
1) Prefer a path that exists with needs_verify == False (already verified).
2) Otherwise, pick the first path that exists.
3) Otherwise return empty string.
"""
alive = [
s
for s in states
if getattr(s, "file_path", None) and os.path.isfile(s.file_path)
]
if not alive:
return ""
for s in alive:
if not getattr(s, "needs_verify", False):
return s.file_path
return alive[0].file_path
def escape_sql_like_string(s: str, escape: str = "!") -> tuple[str, str]:
"""Escapes %, _ and the escape char in a LIKE prefix.
Returns (escaped_prefix, escape_char).
"""
s = s.replace(escape, escape + escape) # escape the escape char first
s = s.replace("%", escape + "%").replace("_", escape + "_") # escape LIKE wildcards
return s, escape
def get_utc_now() -> datetime:
"""Naive UTC timestamp (no tzinfo). We always treat DB datetimes as UTC."""
return datetime.now(timezone.utc).replace(tzinfo=None)
def normalize_tags(tags: list[str] | None) -> list[str]:
"""
Normalize a list of tags by:
- Stripping whitespace and converting to lowercase.
- Removing duplicates.
"""
return list(dict.fromkeys(t.strip().lower() for t in (tags or []) if (t or "").strip()))
def validate_blake3_hash(s: str) -> str:
"""Validate and normalize a blake3 hash string.
Returns canonical 'blake3:<hex>' or raises ValueError.
"""
s = s.strip().lower()
if not s or ":" not in s:
raise ValueError("hash must be 'blake3:<hex>'")
algo, digest = s.split(":", 1)
if (
algo != "blake3"
or len(digest) != 64
or any(c for c in digest if c not in "0123456789abcdef")
):
raise ValueError("hash must be 'blake3:<hex>'")
return f"{algo}:{digest}"
+567
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import logging
import os
from pathlib import Path
from typing import Callable, Literal, TypedDict
import folder_paths
from app.assets.database.queries import (
add_missing_tag_for_asset_id,
bulk_update_enrichment_level,
bulk_update_is_missing,
bulk_update_needs_verify,
delete_orphaned_seed_asset,
delete_references_by_ids,
ensure_tags_exist,
get_asset_by_hash,
get_references_for_prefixes,
get_unenriched_references,
mark_references_missing_outside_prefixes,
reassign_asset_references,
remove_missing_tag_for_asset_id,
set_reference_metadata,
update_asset_hash_and_mime,
)
from app.assets.services.bulk_ingest import (
SeedAssetSpec,
batch_insert_seed_assets,
)
from app.assets.services.file_utils import (
get_mtime_ns,
is_visible,
list_files_recursively,
verify_file_unchanged,
)
from app.assets.services.hashing import HashCheckpoint, compute_blake3_hash
from app.assets.services.metadata_extract import extract_file_metadata
from app.assets.services.path_utils import (
compute_relative_filename,
get_comfy_models_folders,
get_name_and_tags_from_asset_path,
)
from app.database.db import create_session
class _RefInfo(TypedDict):
ref_id: str
file_path: str
exists: bool
stat_unchanged: bool
needs_verify: bool
class _AssetAccumulator(TypedDict):
hash: str | None
size_db: int
refs: list[_RefInfo]
RootType = Literal["models", "input", "output"]
def get_prefixes_for_root(root: RootType) -> list[str]:
if root == "models":
bases: list[str] = []
for _bucket, paths in get_comfy_models_folders():
bases.extend(paths)
return [os.path.abspath(p) for p in bases]
if root == "input":
return [os.path.abspath(folder_paths.get_input_directory())]
if root == "output":
return [os.path.abspath(folder_paths.get_output_directory())]
return []
def get_all_known_prefixes() -> list[str]:
"""Get all known asset prefixes across all root types."""
all_roots: tuple[RootType, ...] = ("models", "input", "output")
return [p for root in all_roots for p in get_prefixes_for_root(root)]
def collect_models_files() -> list[str]:
out: list[str] = []
for folder_name, bases in get_comfy_models_folders():
rel_files = folder_paths.get_filename_list(folder_name) or []
for rel_path in rel_files:
if not all(is_visible(part) for part in Path(rel_path).parts):
continue
abs_path = folder_paths.get_full_path(folder_name, rel_path)
if not abs_path:
continue
abs_path = os.path.abspath(abs_path)
allowed = False
abs_p = Path(abs_path)
for b in bases:
if abs_p.is_relative_to(os.path.abspath(b)):
allowed = True
break
if allowed:
out.append(abs_path)
return out
def sync_references_with_filesystem(
session,
root: RootType,
collect_existing_paths: bool = False,
update_missing_tags: bool = False,
) -> set[str] | None:
"""Reconcile asset references with filesystem for a root.
- Toggle needs_verify per reference using mtime/size stat check
- For hashed assets with at least one stat-unchanged ref: delete stale missing refs
- For seed assets with all refs missing: delete Asset and its references
- Optionally add/remove 'missing' tags based on stat check in this root
- Optionally return surviving absolute paths
Args:
session: Database session
root: Root type to scan
collect_existing_paths: If True, return set of surviving file paths
update_missing_tags: If True, update 'missing' tags based on file status
Returns:
Set of surviving absolute paths if collect_existing_paths=True, else None
"""
prefixes = get_prefixes_for_root(root)
if not prefixes:
return set() if collect_existing_paths else None
rows = get_references_for_prefixes(
session, prefixes, include_missing=update_missing_tags
)
by_asset: dict[str, _AssetAccumulator] = {}
for row in rows:
acc = by_asset.get(row.asset_id)
if acc is None:
acc = {"hash": row.asset_hash, "size_db": row.size_bytes, "refs": []}
by_asset[row.asset_id] = acc
stat_unchanged = False
try:
exists = True
stat_unchanged = verify_file_unchanged(
mtime_db=row.mtime_ns,
size_db=acc["size_db"],
stat_result=os.stat(row.file_path, follow_symlinks=True),
)
except FileNotFoundError:
exists = False
except PermissionError:
exists = True
logging.debug("Permission denied accessing %s", row.file_path)
except OSError as e:
exists = False
logging.debug("OSError checking %s: %s", row.file_path, e)
acc["refs"].append(
{
"ref_id": row.reference_id,
"file_path": row.file_path,
"exists": exists,
"stat_unchanged": stat_unchanged,
"needs_verify": row.needs_verify,
}
)
to_set_verify: list[str] = []
to_clear_verify: list[str] = []
stale_ref_ids: list[str] = []
to_mark_missing: list[str] = []
to_clear_missing: list[str] = []
survivors: set[str] = set()
for aid, acc in by_asset.items():
a_hash = acc["hash"]
refs = acc["refs"]
any_unchanged = any(r["stat_unchanged"] for r in refs)
all_missing = all(not r["exists"] for r in refs)
for r in refs:
if not r["exists"]:
to_mark_missing.append(r["ref_id"])
continue
if r["stat_unchanged"]:
to_clear_missing.append(r["ref_id"])
if r["needs_verify"]:
to_clear_verify.append(r["ref_id"])
if not r["stat_unchanged"] and not r["needs_verify"]:
to_set_verify.append(r["ref_id"])
if a_hash is None:
if refs and all_missing:
delete_orphaned_seed_asset(session, aid)
else:
for r in refs:
if r["exists"]:
survivors.add(os.path.abspath(r["file_path"]))
continue
if any_unchanged:
for r in refs:
if not r["exists"]:
stale_ref_ids.append(r["ref_id"])
if update_missing_tags:
try:
remove_missing_tag_for_asset_id(session, asset_id=aid)
except Exception as e:
logging.warning(
"Failed to remove missing tag for asset %s: %s", aid, e
)
elif update_missing_tags:
try:
add_missing_tag_for_asset_id(session, asset_id=aid, origin="automatic")
except Exception as e:
logging.warning("Failed to add missing tag for asset %s: %s", aid, e)
for r in refs:
if r["exists"]:
survivors.add(os.path.abspath(r["file_path"]))
delete_references_by_ids(session, stale_ref_ids)
stale_set = set(stale_ref_ids)
to_mark_missing = [ref_id for ref_id in to_mark_missing if ref_id not in stale_set]
bulk_update_is_missing(session, to_mark_missing, value=True)
bulk_update_is_missing(session, to_clear_missing, value=False)
bulk_update_needs_verify(session, to_set_verify, value=True)
bulk_update_needs_verify(session, to_clear_verify, value=False)
return survivors if collect_existing_paths else None
def sync_root_safely(root: RootType) -> set[str]:
"""Sync a single root's references with the filesystem.
Returns survivors (existing paths) or empty set on failure.
"""
try:
with create_session() as sess:
survivors = sync_references_with_filesystem(
sess,
root,
collect_existing_paths=True,
update_missing_tags=True,
)
sess.commit()
return survivors or set()
except Exception as e:
logging.exception("fast DB scan failed for %s: %s", root, e)
return set()
def mark_missing_outside_prefixes_safely(prefixes: list[str]) -> int:
"""Mark references as missing when outside the given prefixes.
This is a non-destructive soft-delete. Returns count marked or 0 on failure.
"""
try:
with create_session() as sess:
count = mark_references_missing_outside_prefixes(sess, prefixes)
sess.commit()
return count
except Exception as e:
logging.exception("marking missing assets failed: %s", e)
return 0
def collect_paths_for_roots(roots: tuple[RootType, ...]) -> list[str]:
"""Collect all file paths for the given roots."""
paths: list[str] = []
if "models" in roots:
paths.extend(collect_models_files())
if "input" in roots:
paths.extend(list_files_recursively(folder_paths.get_input_directory()))
if "output" in roots:
paths.extend(list_files_recursively(folder_paths.get_output_directory()))
return paths
def build_asset_specs(
paths: list[str],
existing_paths: set[str],
enable_metadata_extraction: bool = True,
compute_hashes: bool = False,
) -> tuple[list[SeedAssetSpec], set[str], int]:
"""Build asset specs from paths, returning (specs, tag_pool, skipped_count).
Args:
paths: List of file paths to process
existing_paths: Set of paths that already exist in the database
enable_metadata_extraction: If True, extract tier 1 & 2 metadata
compute_hashes: If True, compute blake3 hashes (slow for large files)
"""
specs: list[SeedAssetSpec] = []
tag_pool: set[str] = set()
skipped = 0
for p in paths:
abs_p = os.path.abspath(p)
if abs_p in existing_paths:
skipped += 1
continue
try:
stat_p = os.stat(abs_p, follow_symlinks=True)
except OSError:
continue
if not stat_p.st_size:
continue
name, tags = get_name_and_tags_from_asset_path(abs_p)
rel_fname = compute_relative_filename(abs_p)
# Extract metadata (tier 1: filesystem, tier 2: safetensors header)
metadata = None
if enable_metadata_extraction:
metadata = extract_file_metadata(
abs_p,
stat_result=stat_p,
relative_filename=rel_fname,
)
# Compute hash if requested
asset_hash: str | None = None
if compute_hashes:
try:
digest, _ = compute_blake3_hash(abs_p)
asset_hash = "blake3:" + digest
except Exception as e:
logging.warning("Failed to hash %s: %s", abs_p, e)
mime_type = metadata.content_type if metadata else None
specs.append(
{
"abs_path": abs_p,
"size_bytes": stat_p.st_size,
"mtime_ns": get_mtime_ns(stat_p),
"info_name": name,
"tags": tags,
"fname": rel_fname,
"metadata": metadata,
"hash": asset_hash,
"mime_type": mime_type,
}
)
tag_pool.update(tags)
return specs, tag_pool, skipped
def insert_asset_specs(specs: list[SeedAssetSpec], tag_pool: set[str]) -> int:
"""Insert asset specs into database, returning count of created refs."""
if not specs:
return 0
with create_session() as sess:
if tag_pool:
ensure_tags_exist(sess, tag_pool, tag_type="user")
result = batch_insert_seed_assets(sess, specs=specs, owner_id="")
sess.commit()
return result.inserted_refs
# Enrichment level constants
ENRICHMENT_STUB = 0 # Fast scan: path, size, mtime only
ENRICHMENT_METADATA = 1 # Metadata extracted (safetensors header, mime type)
ENRICHMENT_HASHED = 2 # Hash computed (blake3)
def get_unenriched_assets_for_roots(
roots: tuple[RootType, ...],
max_level: int = ENRICHMENT_STUB,
limit: int = 1000,
) -> list:
"""Get assets that need enrichment for the given roots.
Args:
roots: Tuple of root types to scan
max_level: Maximum enrichment level to include
limit: Maximum number of rows to return
Returns:
List of UnenrichedReferenceRow
"""
prefixes: list[str] = []
for root in roots:
prefixes.extend(get_prefixes_for_root(root))
if not prefixes:
return []
with create_session() as sess:
return get_unenriched_references(
sess, prefixes, max_level=max_level, limit=limit
)
def enrich_asset(
session,
file_path: str,
reference_id: str,
asset_id: str,
extract_metadata: bool = True,
compute_hash: bool = False,
interrupt_check: Callable[[], bool] | None = None,
hash_checkpoints: dict[str, HashCheckpoint] | None = None,
) -> int:
"""Enrich a single asset with metadata and/or hash.
Args:
session: Database session (caller manages lifecycle)
file_path: Absolute path to the file
reference_id: ID of the reference to update
asset_id: ID of the asset to update (for mime_type and hash)
extract_metadata: If True, extract safetensors header and mime type
compute_hash: If True, compute blake3 hash
interrupt_check: Optional non-blocking callable that returns True if
the operation should be interrupted (e.g. paused or cancelled)
hash_checkpoints: Optional dict for saving/restoring hash progress
across interruptions, keyed by file path
Returns:
New enrichment level achieved
"""
new_level = ENRICHMENT_STUB
try:
stat_p = os.stat(file_path, follow_symlinks=True)
except OSError:
return new_level
rel_fname = compute_relative_filename(file_path)
mime_type: str | None = None
metadata = None
if extract_metadata:
metadata = extract_file_metadata(
file_path,
stat_result=stat_p,
relative_filename=rel_fname,
)
if metadata:
mime_type = metadata.content_type
new_level = ENRICHMENT_METADATA
full_hash: str | None = None
if compute_hash:
try:
mtime_before = get_mtime_ns(stat_p)
size_before = stat_p.st_size
# Restore checkpoint if available and file unchanged
checkpoint = None
if hash_checkpoints is not None:
checkpoint = hash_checkpoints.get(file_path)
if checkpoint is not None:
cur_stat = os.stat(file_path, follow_symlinks=True)
if (checkpoint.mtime_ns != get_mtime_ns(cur_stat)
or checkpoint.file_size != cur_stat.st_size):
checkpoint = None
hash_checkpoints.pop(file_path, None)
else:
mtime_before = get_mtime_ns(cur_stat)
digest, new_checkpoint = compute_blake3_hash(
file_path,
interrupt_check=interrupt_check,
checkpoint=checkpoint,
)
if digest is None:
# Interrupted — save checkpoint for later resumption
if hash_checkpoints is not None and new_checkpoint is not None:
new_checkpoint.mtime_ns = mtime_before
new_checkpoint.file_size = size_before
hash_checkpoints[file_path] = new_checkpoint
return new_level
# Completed — clear any saved checkpoint
if hash_checkpoints is not None:
hash_checkpoints.pop(file_path, None)
stat_after = os.stat(file_path, follow_symlinks=True)
mtime_after = get_mtime_ns(stat_after)
if mtime_before != mtime_after:
logging.warning("File modified during hashing, discarding hash: %s", file_path)
else:
full_hash = f"blake3:{digest}"
metadata_ok = not extract_metadata or metadata is not None
if metadata_ok:
new_level = ENRICHMENT_HASHED
except Exception as e:
logging.warning("Failed to hash %s: %s", file_path, e)
if extract_metadata and metadata:
user_metadata = metadata.to_user_metadata()
set_reference_metadata(session, reference_id, user_metadata)
if full_hash:
existing = get_asset_by_hash(session, full_hash)
if existing and existing.id != asset_id:
reassign_asset_references(session, asset_id, existing.id, reference_id)
delete_orphaned_seed_asset(session, asset_id)
if mime_type:
update_asset_hash_and_mime(session, existing.id, mime_type=mime_type)
else:
update_asset_hash_and_mime(session, asset_id, full_hash, mime_type)
elif mime_type:
update_asset_hash_and_mime(session, asset_id, mime_type=mime_type)
bulk_update_enrichment_level(session, [reference_id], new_level)
session.commit()
return new_level
def enrich_assets_batch(
rows: list,
extract_metadata: bool = True,
compute_hash: bool = False,
interrupt_check: Callable[[], bool] | None = None,
hash_checkpoints: dict[str, HashCheckpoint] | None = None,
) -> tuple[int, list[str]]:
"""Enrich a batch of assets.
Uses a single DB session for the entire batch, committing after each
individual asset to avoid long-held transactions while eliminating
per-asset session creation overhead.
Args:
rows: List of UnenrichedReferenceRow from get_unenriched_assets_for_roots
extract_metadata: If True, extract metadata for each asset
compute_hash: If True, compute hash for each asset
interrupt_check: Optional non-blocking callable that returns True if
the operation should be interrupted (e.g. paused or cancelled)
hash_checkpoints: Optional dict for saving/restoring hash progress
across interruptions, keyed by file path
Returns:
Tuple of (enriched_count, failed_reference_ids)
"""
enriched = 0
failed_ids: list[str] = []
with create_session() as sess:
for row in rows:
if interrupt_check is not None and interrupt_check():
break
try:
new_level = enrich_asset(
sess,
file_path=row.file_path,
reference_id=row.reference_id,
asset_id=row.asset_id,
extract_metadata=extract_metadata,
compute_hash=compute_hash,
interrupt_check=interrupt_check,
hash_checkpoints=hash_checkpoints,
)
if new_level > row.enrichment_level:
enriched += 1
else:
failed_ids.append(row.reference_id)
except Exception as e:
logging.warning("Failed to enrich %s: %s", row.file_path, e)
sess.rollback()
failed_ids.append(row.reference_id)
return enriched, failed_ids
+794
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@@ -0,0 +1,794 @@
"""Background asset seeder with thread management and cancellation support."""
import logging
import os
import threading
import time
from dataclasses import dataclass, field
from enum import Enum
from typing import Callable
from app.assets.scanner import (
ENRICHMENT_METADATA,
ENRICHMENT_STUB,
RootType,
build_asset_specs,
collect_paths_for_roots,
enrich_assets_batch,
get_all_known_prefixes,
get_prefixes_for_root,
get_unenriched_assets_for_roots,
insert_asset_specs,
mark_missing_outside_prefixes_safely,
sync_root_safely,
)
from app.database.db import dependencies_available
class ScanInProgressError(Exception):
"""Raised when an operation cannot proceed because a scan is running."""
class State(Enum):
"""Seeder state machine states."""
IDLE = "IDLE"
RUNNING = "RUNNING"
PAUSED = "PAUSED"
CANCELLING = "CANCELLING"
class ScanPhase(Enum):
"""Scan phase options."""
FAST = "fast" # Phase 1: filesystem only (stubs)
ENRICH = "enrich" # Phase 2: metadata + hash
FULL = "full" # Both phases sequentially
@dataclass
class Progress:
"""Progress information for a scan operation."""
scanned: int = 0
total: int = 0
created: int = 0
skipped: int = 0
@dataclass
class ScanStatus:
"""Current status of the asset seeder."""
state: State
progress: Progress | None
errors: list[str] = field(default_factory=list)
ProgressCallback = Callable[[Progress], None]
class _AssetSeeder:
"""Background asset scanning manager.
Spawns ephemeral daemon threads for scanning.
Each scan creates a new thread that exits when complete.
Use the module-level ``asset_seeder`` instance.
"""
def __init__(self) -> None:
self._lock = threading.Lock()
self._state = State.IDLE
self._progress: Progress | None = None
self._last_progress: Progress | None = None
self._errors: list[str] = []
self._thread: threading.Thread | None = None
self._cancel_event = threading.Event()
self._run_gate = threading.Event()
self._run_gate.set() # Start unpaused (set = running, clear = paused)
self._roots: tuple[RootType, ...] = ()
self._phase: ScanPhase = ScanPhase.FULL
self._compute_hashes: bool = False
self._prune_first: bool = False
self._progress_callback: ProgressCallback | None = None
self._disabled: bool = False
def disable(self) -> None:
"""Disable the asset seeder, preventing any scans from starting."""
self._disabled = True
logging.info("Asset seeder disabled")
def is_disabled(self) -> bool:
"""Check if the asset seeder is disabled."""
return self._disabled
def start(
self,
roots: tuple[RootType, ...] = ("models", "input", "output"),
phase: ScanPhase = ScanPhase.FULL,
progress_callback: ProgressCallback | None = None,
prune_first: bool = False,
compute_hashes: bool = False,
) -> bool:
"""Start a background scan for the given roots.
Args:
roots: Tuple of root types to scan (models, input, output)
phase: Scan phase to run (FAST, ENRICH, or FULL for both)
progress_callback: Optional callback called with progress updates
prune_first: If True, prune orphaned assets before scanning
compute_hashes: If True, compute blake3 hashes (slow)
Returns:
True if scan was started, False if already running
"""
if self._disabled:
logging.debug("Asset seeder is disabled, skipping start")
return False
logging.info("Seeder start (roots=%s, phase=%s)", roots, phase.value)
with self._lock:
if self._state != State.IDLE:
logging.info("Asset seeder already running, skipping start")
return False
self._state = State.RUNNING
self._progress = Progress()
self._errors = []
self._roots = roots
self._phase = phase
self._prune_first = prune_first
self._compute_hashes = compute_hashes
self._progress_callback = progress_callback
self._cancel_event.clear()
self._run_gate.set() # Ensure unpaused when starting
self._thread = threading.Thread(
target=self._run_scan,
name="_AssetSeeder",
daemon=True,
)
self._thread.start()
return True
def start_fast(
self,
roots: tuple[RootType, ...] = ("models", "input", "output"),
progress_callback: ProgressCallback | None = None,
prune_first: bool = False,
) -> bool:
"""Start a fast scan (phase 1 only) - creates stub records.
Args:
roots: Tuple of root types to scan
progress_callback: Optional callback for progress updates
prune_first: If True, prune orphaned assets before scanning
Returns:
True if scan was started, False if already running
"""
return self.start(
roots=roots,
phase=ScanPhase.FAST,
progress_callback=progress_callback,
prune_first=prune_first,
compute_hashes=False,
)
def start_enrich(
self,
roots: tuple[RootType, ...] = ("models", "input", "output"),
progress_callback: ProgressCallback | None = None,
compute_hashes: bool = False,
) -> bool:
"""Start an enrichment scan (phase 2 only) - extracts metadata and hashes.
Args:
roots: Tuple of root types to scan
progress_callback: Optional callback for progress updates
compute_hashes: If True, compute blake3 hashes
Returns:
True if scan was started, False if already running
"""
return self.start(
roots=roots,
phase=ScanPhase.ENRICH,
progress_callback=progress_callback,
prune_first=False,
compute_hashes=compute_hashes,
)
def cancel(self) -> bool:
"""Request cancellation of the current scan.
Returns:
True if cancellation was requested, False if not running or paused
"""
with self._lock:
if self._state not in (State.RUNNING, State.PAUSED):
return False
logging.info("Asset seeder cancelling (was %s)", self._state.value)
self._state = State.CANCELLING
self._cancel_event.set()
self._run_gate.set() # Unblock if paused so thread can exit
return True
def stop(self) -> bool:
"""Stop the current scan (alias for cancel).
Returns:
True if stop was requested, False if not running
"""
return self.cancel()
def pause(self) -> bool:
"""Pause the current scan.
The scan will complete its current batch before pausing.
Returns:
True if pause was requested, False if not running
"""
with self._lock:
if self._state != State.RUNNING:
return False
logging.info("Asset seeder pausing")
self._state = State.PAUSED
self._run_gate.clear()
return True
def resume(self) -> bool:
"""Resume a paused scan.
This is a noop if the scan is not in the PAUSED state
Returns:
True if resumed, False if not paused
"""
with self._lock:
if self._state != State.PAUSED:
return False
logging.info("Asset seeder resuming")
self._state = State.RUNNING
self._run_gate.set()
self._emit_event("assets.seed.resumed", {})
return True
def restart(
self,
roots: tuple[RootType, ...] | None = None,
phase: ScanPhase | None = None,
progress_callback: ProgressCallback | None = None,
prune_first: bool | None = None,
compute_hashes: bool | None = None,
timeout: float = 5.0,
) -> bool:
"""Cancel any running scan and start a new one.
Args:
roots: Roots to scan (defaults to previous roots)
phase: Scan phase (defaults to previous phase)
progress_callback: Progress callback (defaults to previous)
prune_first: Prune before scan (defaults to previous)
compute_hashes: Compute hashes (defaults to previous)
timeout: Max seconds to wait for current scan to stop
Returns:
True if new scan was started, False if failed to stop previous
"""
logging.info("Asset seeder restart requested")
with self._lock:
prev_roots = self._roots
prev_phase = self._phase
prev_callback = self._progress_callback
prev_prune = self._prune_first
prev_hashes = self._compute_hashes
self.cancel()
if not self.wait(timeout=timeout):
return False
cb = progress_callback if progress_callback is not None else prev_callback
return self.start(
roots=roots if roots is not None else prev_roots,
phase=phase if phase is not None else prev_phase,
progress_callback=cb,
prune_first=prune_first if prune_first is not None else prev_prune,
compute_hashes=(
compute_hashes if compute_hashes is not None else prev_hashes
),
)
def wait(self, timeout: float | None = None) -> bool:
"""Wait for the current scan to complete.
Args:
timeout: Maximum seconds to wait, or None for no timeout
Returns:
True if scan completed, False if timeout expired or no scan running
"""
with self._lock:
thread = self._thread
if thread is None:
return True
thread.join(timeout=timeout)
return not thread.is_alive()
def get_status(self) -> ScanStatus:
"""Get the current status and progress of the seeder."""
with self._lock:
src = self._progress or self._last_progress
return ScanStatus(
state=self._state,
progress=Progress(
scanned=src.scanned,
total=src.total,
created=src.created,
skipped=src.skipped,
)
if src
else None,
errors=list(self._errors),
)
def shutdown(self, timeout: float = 5.0) -> None:
"""Gracefully shutdown: cancel any running scan and wait for thread.
Args:
timeout: Maximum seconds to wait for thread to exit
"""
self.cancel()
self.wait(timeout=timeout)
with self._lock:
self._thread = None
def mark_missing_outside_prefixes(self) -> int:
"""Mark references as missing when outside all known root prefixes.
This is a non-destructive soft-delete operation. Assets and their
metadata are preserved, but references are flagged as missing.
They can be restored if the file reappears in a future scan.
This operation is decoupled from scanning to prevent partial scans
from accidentally marking assets belonging to other roots.
Should be called explicitly when cleanup is desired, typically after
a full scan of all roots or during maintenance.
Returns:
Number of references marked as missing
Raises:
ScanInProgressError: If a scan is currently running
"""
with self._lock:
if self._state != State.IDLE:
raise ScanInProgressError(
"Cannot mark missing assets while scan is running"
)
self._state = State.RUNNING
try:
if not dependencies_available():
logging.warning(
"Database dependencies not available, skipping mark missing"
)
return 0
all_prefixes = get_all_known_prefixes()
marked = mark_missing_outside_prefixes_safely(all_prefixes)
if marked > 0:
logging.info("Marked %d references as missing", marked)
return marked
finally:
with self._lock:
self._last_progress = self._progress
self._state = State.IDLE
self._progress = None
def _is_cancelled(self) -> bool:
"""Check if cancellation has been requested."""
return self._cancel_event.is_set()
def _is_paused_or_cancelled(self) -> bool:
"""Non-blocking check: True if paused or cancelled.
Use as interrupt_check for I/O-bound work (e.g. hashing) so that
file handles are released immediately on pause rather than held
open while blocked. The caller is responsible for blocking on
_check_pause_and_cancel() afterward.
"""
return not self._run_gate.is_set() or self._cancel_event.is_set()
def _check_pause_and_cancel(self) -> bool:
"""Block while paused, then check if cancelled.
Call this at checkpoint locations in scan loops. It will:
1. Block indefinitely while paused (until resume or cancel)
2. Return True if cancelled, False to continue
Returns:
True if scan should stop, False to continue
"""
if not self._run_gate.is_set():
self._emit_event("assets.seed.paused", {})
self._run_gate.wait() # Blocks if paused
return self._is_cancelled()
def _emit_event(self, event_type: str, data: dict) -> None:
"""Emit a WebSocket event if server is available."""
try:
from server import PromptServer
if hasattr(PromptServer, "instance") and PromptServer.instance:
PromptServer.instance.send_sync(event_type, data)
except Exception:
pass
def _update_progress(
self,
scanned: int | None = None,
total: int | None = None,
created: int | None = None,
skipped: int | None = None,
) -> None:
"""Update progress counters (thread-safe)."""
callback: ProgressCallback | None = None
progress: Progress | None = None
with self._lock:
if self._progress is None:
return
if scanned is not None:
self._progress.scanned = scanned
if total is not None:
self._progress.total = total
if created is not None:
self._progress.created = created
if skipped is not None:
self._progress.skipped = skipped
if self._progress_callback:
callback = self._progress_callback
progress = Progress(
scanned=self._progress.scanned,
total=self._progress.total,
created=self._progress.created,
skipped=self._progress.skipped,
)
if callback and progress:
try:
callback(progress)
except Exception:
pass
_MAX_ERRORS = 200
def _add_error(self, message: str) -> None:
"""Add an error message (thread-safe), capped at _MAX_ERRORS."""
with self._lock:
if len(self._errors) < self._MAX_ERRORS:
self._errors.append(message)
def _log_scan_config(self, roots: tuple[RootType, ...]) -> None:
"""Log the directories that will be scanned."""
import folder_paths
for root in roots:
if root == "models":
logging.info(
"Asset scan [models] directory: %s",
os.path.abspath(folder_paths.models_dir),
)
else:
prefixes = get_prefixes_for_root(root)
if prefixes:
logging.info("Asset scan [%s] directories: %s", root, prefixes)
def _run_scan(self) -> None:
"""Main scan loop running in background thread."""
t_start = time.perf_counter()
roots = self._roots
phase = self._phase
cancelled = False
total_created = 0
total_enriched = 0
skipped_existing = 0
total_paths = 0
try:
if not dependencies_available():
self._add_error("Database dependencies not available")
self._emit_event(
"assets.seed.error",
{"message": "Database dependencies not available"},
)
return
if self._prune_first:
all_prefixes = get_all_known_prefixes()
marked = mark_missing_outside_prefixes_safely(all_prefixes)
if marked > 0:
logging.info("Marked %d refs as missing before scan", marked)
if self._check_pause_and_cancel():
logging.info("Asset scan cancelled after pruning phase")
cancelled = True
return
self._log_scan_config(roots)
# Phase 1: Fast scan (stub records)
if phase in (ScanPhase.FAST, ScanPhase.FULL):
created, skipped, paths = self._run_fast_phase(roots)
total_created, skipped_existing, total_paths = created, skipped, paths
if self._check_pause_and_cancel():
cancelled = True
return
self._emit_event(
"assets.seed.fast_complete",
{
"roots": list(roots),
"created": total_created,
"skipped": skipped_existing,
"total": total_paths,
},
)
# Phase 2: Enrichment scan (metadata + hashes)
if phase in (ScanPhase.ENRICH, ScanPhase.FULL):
if self._check_pause_and_cancel():
cancelled = True
return
enrich_cancelled, total_enriched = self._run_enrich_phase(roots)
if enrich_cancelled:
cancelled = True
return
self._emit_event(
"assets.seed.enrich_complete",
{
"roots": list(roots),
"enriched": total_enriched,
},
)
elapsed = time.perf_counter() - t_start
logging.info(
"Scan(%s, %s) done %.3fs: created=%d enriched=%d skipped=%d",
roots,
phase.value,
elapsed,
total_created,
total_enriched,
skipped_existing,
)
self._emit_event(
"assets.seed.completed",
{
"phase": phase.value,
"total": total_paths,
"created": total_created,
"enriched": total_enriched,
"skipped": skipped_existing,
"elapsed": round(elapsed, 3),
},
)
except Exception as e:
self._add_error(f"Scan failed: {e}")
logging.exception("Asset scan failed")
self._emit_event("assets.seed.error", {"message": str(e)})
finally:
if cancelled:
self._emit_event(
"assets.seed.cancelled",
{
"scanned": self._progress.scanned if self._progress else 0,
"total": total_paths,
"created": total_created,
},
)
with self._lock:
self._last_progress = self._progress
self._state = State.IDLE
self._progress = None
def _run_fast_phase(self, roots: tuple[RootType, ...]) -> tuple[int, int, int]:
"""Run phase 1: fast scan to create stub records.
Returns:
Tuple of (total_created, skipped_existing, total_paths)
"""
t_fast_start = time.perf_counter()
total_created = 0
skipped_existing = 0
existing_paths: set[str] = set()
t_sync = time.perf_counter()
for r in roots:
if self._check_pause_and_cancel():
return total_created, skipped_existing, 0
existing_paths.update(sync_root_safely(r))
logging.debug(
"Fast scan: sync_root phase took %.3fs (%d existing paths)",
time.perf_counter() - t_sync,
len(existing_paths),
)
if self._check_pause_and_cancel():
return total_created, skipped_existing, 0
t_collect = time.perf_counter()
paths = collect_paths_for_roots(roots)
logging.debug(
"Fast scan: collect_paths took %.3fs (%d paths found)",
time.perf_counter() - t_collect,
len(paths),
)
total_paths = len(paths)
self._update_progress(total=total_paths)
self._emit_event(
"assets.seed.started",
{"roots": list(roots), "total": total_paths, "phase": "fast"},
)
# Use stub specs (no metadata extraction, no hashing)
t_specs = time.perf_counter()
specs, tag_pool, skipped_existing = build_asset_specs(
paths,
existing_paths,
enable_metadata_extraction=False,
compute_hashes=False,
)
logging.debug(
"Fast scan: build_asset_specs took %.3fs (%d specs, %d skipped)",
time.perf_counter() - t_specs,
len(specs),
skipped_existing,
)
self._update_progress(skipped=skipped_existing)
if self._check_pause_and_cancel():
return total_created, skipped_existing, total_paths
batch_size = 500
last_progress_time = time.perf_counter()
progress_interval = 1.0
for i in range(0, len(specs), batch_size):
if self._check_pause_and_cancel():
logging.info(
"Fast scan cancelled after %d/%d files (created=%d)",
i,
len(specs),
total_created,
)
return total_created, skipped_existing, total_paths
batch = specs[i : i + batch_size]
batch_tags = {t for spec in batch for t in spec["tags"]}
try:
created = insert_asset_specs(batch, batch_tags)
total_created += created
except Exception as e:
self._add_error(f"Batch insert failed at offset {i}: {e}")
logging.exception("Batch insert failed at offset %d", i)
scanned = i + len(batch)
now = time.perf_counter()
self._update_progress(scanned=scanned, created=total_created)
if now - last_progress_time >= progress_interval:
self._emit_event(
"assets.seed.progress",
{
"phase": "fast",
"scanned": scanned,
"total": len(specs),
"created": total_created,
},
)
last_progress_time = now
self._update_progress(scanned=len(specs), created=total_created)
logging.info(
"Fast scan complete: %.3fs total (created=%d, skipped=%d, total_paths=%d)",
time.perf_counter() - t_fast_start,
total_created,
skipped_existing,
total_paths,
)
return total_created, skipped_existing, total_paths
def _run_enrich_phase(self, roots: tuple[RootType, ...]) -> tuple[bool, int]:
"""Run phase 2: enrich existing records with metadata and hashes.
Returns:
Tuple of (cancelled, total_enriched)
"""
total_enriched = 0
batch_size = 100
last_progress_time = time.perf_counter()
progress_interval = 1.0
# Get the target enrichment level based on compute_hashes
if not self._compute_hashes:
target_max_level = ENRICHMENT_STUB
else:
target_max_level = ENRICHMENT_METADATA
self._emit_event(
"assets.seed.started",
{"roots": list(roots), "phase": "enrich"},
)
skip_ids: set[str] = set()
consecutive_empty = 0
max_consecutive_empty = 3
# Hash checkpoints survive across batches so interrupted hashes
# can be resumed without re-reading the entire file.
hash_checkpoints: dict[str, object] = {}
while True:
if self._check_pause_and_cancel():
logging.info("Enrich scan cancelled after %d assets", total_enriched)
return True, total_enriched
# Fetch next batch of unenriched assets
unenriched = get_unenriched_assets_for_roots(
roots,
max_level=target_max_level,
limit=batch_size,
)
# Filter out previously failed references
if skip_ids:
unenriched = [r for r in unenriched if r.reference_id not in skip_ids]
if not unenriched:
break
enriched, failed_ids = enrich_assets_batch(
unenriched,
extract_metadata=True,
compute_hash=self._compute_hashes,
interrupt_check=self._is_paused_or_cancelled,
hash_checkpoints=hash_checkpoints,
)
total_enriched += enriched
skip_ids.update(failed_ids)
if enriched == 0:
consecutive_empty += 1
if consecutive_empty >= max_consecutive_empty:
logging.warning(
"Enrich phase stopping: %d consecutive batches with no progress (%d skipped)",
consecutive_empty,
len(skip_ids),
)
break
else:
consecutive_empty = 0
now = time.perf_counter()
if now - last_progress_time >= progress_interval:
self._emit_event(
"assets.seed.progress",
{
"phase": "enrich",
"enriched": total_enriched,
},
)
last_progress_time = now
return False, total_enriched
asset_seeder = _AssetSeeder()
+87
View File
@@ -0,0 +1,87 @@
from app.assets.services.asset_management import (
asset_exists,
delete_asset_reference,
get_asset_by_hash,
get_asset_detail,
list_assets_page,
resolve_asset_for_download,
set_asset_preview,
update_asset_metadata,
)
from app.assets.services.bulk_ingest import (
BulkInsertResult,
batch_insert_seed_assets,
cleanup_unreferenced_assets,
)
from app.assets.services.file_utils import (
get_mtime_ns,
get_size_and_mtime_ns,
list_files_recursively,
verify_file_unchanged,
)
from app.assets.services.ingest import (
DependencyMissingError,
HashMismatchError,
create_from_hash,
upload_from_temp_path,
)
from app.assets.database.queries import (
AddTagsResult,
RemoveTagsResult,
)
from app.assets.services.schemas import (
AssetData,
AssetDetailResult,
AssetSummaryData,
DownloadResolutionResult,
IngestResult,
ListAssetsResult,
ReferenceData,
RegisterAssetResult,
TagUsage,
UploadResult,
UserMetadata,
)
from app.assets.services.tagging import (
apply_tags,
list_tags,
remove_tags,
)
__all__ = [
"AddTagsResult",
"AssetData",
"AssetDetailResult",
"AssetSummaryData",
"ReferenceData",
"BulkInsertResult",
"DependencyMissingError",
"DownloadResolutionResult",
"HashMismatchError",
"IngestResult",
"ListAssetsResult",
"RegisterAssetResult",
"RemoveTagsResult",
"TagUsage",
"UploadResult",
"UserMetadata",
"apply_tags",
"asset_exists",
"batch_insert_seed_assets",
"create_from_hash",
"delete_asset_reference",
"get_asset_by_hash",
"get_asset_detail",
"get_mtime_ns",
"get_size_and_mtime_ns",
"list_assets_page",
"list_files_recursively",
"list_tags",
"cleanup_unreferenced_assets",
"remove_tags",
"resolve_asset_for_download",
"set_asset_preview",
"update_asset_metadata",
"upload_from_temp_path",
"verify_file_unchanged",
]
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import contextlib
import mimetypes
import os
from typing import Sequence
from app.assets.database.models import Asset
from app.assets.database.queries import (
asset_exists_by_hash,
reference_exists_for_asset_id,
delete_reference_by_id,
fetch_reference_and_asset,
soft_delete_reference_by_id,
fetch_reference_asset_and_tags,
get_asset_by_hash as queries_get_asset_by_hash,
get_reference_by_id,
get_reference_with_owner_check,
list_references_page,
list_references_by_asset_id,
set_reference_metadata,
set_reference_preview,
set_reference_tags,
update_reference_access_time,
update_reference_name,
update_reference_updated_at,
)
from app.assets.helpers import select_best_live_path
from app.assets.services.path_utils import compute_relative_filename
from app.assets.services.schemas import (
AssetData,
AssetDetailResult,
AssetSummaryData,
DownloadResolutionResult,
ListAssetsResult,
UserMetadata,
extract_asset_data,
extract_reference_data,
)
from app.database.db import create_session
def get_asset_detail(
reference_id: str,
owner_id: str = "",
) -> AssetDetailResult | None:
with create_session() as session:
result = fetch_reference_asset_and_tags(
session,
reference_id=reference_id,
owner_id=owner_id,
)
if not result:
return None
ref, asset, tags = result
return AssetDetailResult(
ref=extract_reference_data(ref),
asset=extract_asset_data(asset),
tags=tags,
)
def update_asset_metadata(
reference_id: str,
name: str | None = None,
tags: Sequence[str] | None = None,
user_metadata: UserMetadata = None,
tag_origin: str = "manual",
owner_id: str = "",
) -> AssetDetailResult:
with create_session() as session:
ref = get_reference_with_owner_check(session, reference_id, owner_id)
touched = False
if name is not None and name != ref.name:
update_reference_name(session, reference_id=reference_id, name=name)
touched = True
computed_filename = compute_relative_filename(ref.file_path) if ref.file_path else None
new_meta: dict | None = None
if user_metadata is not None:
new_meta = dict(user_metadata)
elif computed_filename:
current_meta = ref.user_metadata or {}
if current_meta.get("filename") != computed_filename:
new_meta = dict(current_meta)
if new_meta is not None:
if computed_filename:
new_meta["filename"] = computed_filename
set_reference_metadata(
session, reference_id=reference_id, user_metadata=new_meta
)
touched = True
if tags is not None:
set_reference_tags(
session,
reference_id=reference_id,
tags=tags,
origin=tag_origin,
)
touched = True
if touched and user_metadata is None:
update_reference_updated_at(session, reference_id=reference_id)
result = fetch_reference_asset_and_tags(
session,
reference_id=reference_id,
owner_id=owner_id,
)
if not result:
raise RuntimeError("State changed during update")
ref, asset, tag_list = result
detail = AssetDetailResult(
ref=extract_reference_data(ref),
asset=extract_asset_data(asset),
tags=tag_list,
)
session.commit()
return detail
def delete_asset_reference(
reference_id: str,
owner_id: str,
delete_content_if_orphan: bool = True,
) -> bool:
with create_session() as session:
if not delete_content_if_orphan:
# Soft delete: mark the reference as deleted but keep everything
deleted = soft_delete_reference_by_id(
session, reference_id=reference_id, owner_id=owner_id
)
session.commit()
return deleted
ref_row = get_reference_by_id(session, reference_id=reference_id)
asset_id = ref_row.asset_id if ref_row else None
file_path = ref_row.file_path if ref_row else None
deleted = delete_reference_by_id(
session, reference_id=reference_id, owner_id=owner_id
)
if not deleted:
session.commit()
return False
if not asset_id:
session.commit()
return True
still_exists = reference_exists_for_asset_id(session, asset_id=asset_id)
if still_exists:
session.commit()
return True
# Orphaned asset - delete it and its files
refs = list_references_by_asset_id(session, asset_id=asset_id)
file_paths = [
r.file_path for r in (refs or []) if getattr(r, "file_path", None)
]
# Also include the just-deleted file path
if file_path:
file_paths.append(file_path)
asset_row = session.get(Asset, asset_id)
if asset_row is not None:
session.delete(asset_row)
session.commit()
# Delete files after commit
for p in file_paths:
with contextlib.suppress(Exception):
if p and os.path.isfile(p):
os.remove(p)
return True
def set_asset_preview(
reference_id: str,
preview_asset_id: str | None = None,
owner_id: str = "",
) -> AssetDetailResult:
with create_session() as session:
get_reference_with_owner_check(session, reference_id, owner_id)
set_reference_preview(
session,
reference_id=reference_id,
preview_asset_id=preview_asset_id,
)
result = fetch_reference_asset_and_tags(
session, reference_id=reference_id, owner_id=owner_id
)
if not result:
raise RuntimeError("State changed during preview update")
ref, asset, tags = result
detail = AssetDetailResult(
ref=extract_reference_data(ref),
asset=extract_asset_data(asset),
tags=tags,
)
session.commit()
return detail
def asset_exists(asset_hash: str) -> bool:
with create_session() as session:
return asset_exists_by_hash(session, asset_hash=asset_hash)
def get_asset_by_hash(asset_hash: str) -> AssetData | None:
with create_session() as session:
asset = queries_get_asset_by_hash(session, asset_hash=asset_hash)
return extract_asset_data(asset)
def list_assets_page(
owner_id: str = "",
include_tags: Sequence[str] | None = None,
exclude_tags: Sequence[str] | None = None,
name_contains: str | None = None,
metadata_filter: dict | None = None,
limit: int = 20,
offset: int = 0,
sort: str = "created_at",
order: str = "desc",
) -> ListAssetsResult:
with create_session() as session:
refs, tag_map, total = list_references_page(
session,
owner_id=owner_id,
include_tags=include_tags,
exclude_tags=exclude_tags,
name_contains=name_contains,
metadata_filter=metadata_filter,
limit=limit,
offset=offset,
sort=sort,
order=order,
)
items: list[AssetSummaryData] = []
for ref in refs:
items.append(
AssetSummaryData(
ref=extract_reference_data(ref),
asset=extract_asset_data(ref.asset),
tags=tag_map.get(ref.id, []),
)
)
return ListAssetsResult(items=items, total=total)
def resolve_asset_for_download(
reference_id: str,
owner_id: str = "",
) -> DownloadResolutionResult:
with create_session() as session:
pair = fetch_reference_and_asset(
session, reference_id=reference_id, owner_id=owner_id
)
if not pair:
raise ValueError(f"AssetReference {reference_id} not found")
ref, asset = pair
# For references with file_path, use that directly
if ref.file_path and os.path.isfile(ref.file_path):
abs_path = ref.file_path
else:
# For API-created refs without file_path, find a path from other refs
refs = list_references_by_asset_id(session, asset_id=asset.id)
abs_path = select_best_live_path(refs)
if not abs_path:
raise FileNotFoundError(
f"No live path for AssetReference {reference_id} "
f"(asset id={asset.id}, name={ref.name})"
)
# Capture ORM attributes before commit (commit expires loaded objects)
ref_name = ref.name
asset_mime = asset.mime_type
update_reference_access_time(session, reference_id=reference_id)
session.commit()
ctype = (
asset_mime
or mimetypes.guess_type(ref_name or abs_path)[0]
or "application/octet-stream"
)
download_name = ref_name or os.path.basename(abs_path)
return DownloadResolutionResult(
abs_path=abs_path,
content_type=ctype,
download_name=download_name,
)
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from __future__ import annotations
import os
import uuid
from dataclasses import dataclass
from datetime import datetime
from typing import TYPE_CHECKING, Any, TypedDict
from sqlalchemy.orm import Session
from app.assets.database.queries import (
bulk_insert_assets,
bulk_insert_references_ignore_conflicts,
bulk_insert_tags_and_meta,
delete_assets_by_ids,
get_existing_asset_ids,
get_reference_ids_by_ids,
get_references_by_paths_and_asset_ids,
get_unreferenced_unhashed_asset_ids,
restore_references_by_paths,
)
from app.assets.helpers import get_utc_now
if TYPE_CHECKING:
from app.assets.services.metadata_extract import ExtractedMetadata
class SeedAssetSpec(TypedDict):
"""Spec for seeding an asset from filesystem."""
abs_path: str
size_bytes: int
mtime_ns: int
info_name: str
tags: list[str]
fname: str
metadata: ExtractedMetadata | None
hash: str | None
mime_type: str | None
class AssetRow(TypedDict):
"""Row data for inserting an Asset."""
id: str
hash: str | None
size_bytes: int
mime_type: str | None
created_at: datetime
class ReferenceRow(TypedDict):
"""Row data for inserting an AssetReference."""
id: str
asset_id: str
file_path: str
mtime_ns: int
owner_id: str
name: str
preview_id: str | None
user_metadata: dict[str, Any] | None
created_at: datetime
updated_at: datetime
last_access_time: datetime
class TagRow(TypedDict):
"""Row data for inserting a Tag."""
asset_reference_id: str
tag_name: str
origin: str
added_at: datetime
class MetadataRow(TypedDict):
"""Row data for inserting asset metadata."""
asset_reference_id: str
key: str
ordinal: int
val_str: str | None
val_num: float | None
val_bool: bool | None
val_json: dict[str, Any] | None
@dataclass
class BulkInsertResult:
"""Result of bulk asset insertion."""
inserted_refs: int
won_paths: int
lost_paths: int
def batch_insert_seed_assets(
session: Session,
specs: list[SeedAssetSpec],
owner_id: str = "",
) -> BulkInsertResult:
"""Seed assets from filesystem specs in batch.
Each spec is a dict with keys:
- abs_path: str
- size_bytes: int
- mtime_ns: int
- info_name: str
- tags: list[str]
- fname: Optional[str]
This function orchestrates:
1. Insert seed Assets (hash=NULL)
2. Claim references with ON CONFLICT DO NOTHING on file_path
3. Query to find winners (paths where our asset_id was inserted)
4. Delete Assets for losers (path already claimed by another asset)
5. Insert tags and metadata for successfully inserted references
Returns:
BulkInsertResult with inserted_refs, won_paths, lost_paths
"""
if not specs:
return BulkInsertResult(inserted_refs=0, won_paths=0, lost_paths=0)
current_time = get_utc_now()
asset_rows: list[AssetRow] = []
reference_rows: list[ReferenceRow] = []
path_to_asset_id: dict[str, str] = {}
asset_id_to_ref_data: dict[str, dict] = {}
absolute_path_list: list[str] = []
for spec in specs:
absolute_path = os.path.abspath(spec["abs_path"])
asset_id = str(uuid.uuid4())
reference_id = str(uuid.uuid4())
absolute_path_list.append(absolute_path)
path_to_asset_id[absolute_path] = asset_id
mime_type = spec.get("mime_type")
asset_rows.append(
{
"id": asset_id,
"hash": spec.get("hash"),
"size_bytes": spec["size_bytes"],
"mime_type": mime_type,
"created_at": current_time,
}
)
# Build user_metadata from extracted metadata or fallback to filename
extracted_metadata = spec.get("metadata")
if extracted_metadata:
user_metadata: dict[str, Any] | None = extracted_metadata.to_user_metadata()
elif spec["fname"]:
user_metadata = {"filename": spec["fname"]}
else:
user_metadata = None
reference_rows.append(
{
"id": reference_id,
"asset_id": asset_id,
"file_path": absolute_path,
"mtime_ns": spec["mtime_ns"],
"owner_id": owner_id,
"name": spec["info_name"],
"preview_id": None,
"user_metadata": user_metadata,
"created_at": current_time,
"updated_at": current_time,
"last_access_time": current_time,
}
)
asset_id_to_ref_data[asset_id] = {
"reference_id": reference_id,
"tags": spec["tags"],
"filename": spec["fname"],
"extracted_metadata": extracted_metadata,
}
bulk_insert_assets(session, asset_rows)
# Filter reference rows to only those whose assets were actually inserted
# (assets with duplicate hashes are silently dropped by ON CONFLICT DO NOTHING)
inserted_asset_ids = get_existing_asset_ids(
session, [r["asset_id"] for r in reference_rows]
)
reference_rows = [r for r in reference_rows if r["asset_id"] in inserted_asset_ids]
bulk_insert_references_ignore_conflicts(session, reference_rows)
restore_references_by_paths(session, absolute_path_list)
winning_paths = get_references_by_paths_and_asset_ids(session, path_to_asset_id)
inserted_paths = {
path
for path in absolute_path_list
if path_to_asset_id[path] in inserted_asset_ids
}
losing_paths = inserted_paths - winning_paths
lost_asset_ids = [path_to_asset_id[path] for path in losing_paths]
if lost_asset_ids:
delete_assets_by_ids(session, lost_asset_ids)
if not winning_paths:
return BulkInsertResult(
inserted_refs=0,
won_paths=0,
lost_paths=len(losing_paths),
)
# Get reference IDs for winners
winning_ref_ids = [
asset_id_to_ref_data[path_to_asset_id[path]]["reference_id"]
for path in winning_paths
]
inserted_ref_ids = get_reference_ids_by_ids(session, winning_ref_ids)
tag_rows: list[TagRow] = []
metadata_rows: list[MetadataRow] = []
if inserted_ref_ids:
for path in winning_paths:
asset_id = path_to_asset_id[path]
ref_data = asset_id_to_ref_data[asset_id]
ref_id = ref_data["reference_id"]
if ref_id not in inserted_ref_ids:
continue
for tag in ref_data["tags"]:
tag_rows.append(
{
"asset_reference_id": ref_id,
"tag_name": tag,
"origin": "automatic",
"added_at": current_time,
}
)
# Use extracted metadata for meta rows if available
extracted_metadata = ref_data.get("extracted_metadata")
if extracted_metadata:
metadata_rows.extend(extracted_metadata.to_meta_rows(ref_id))
elif ref_data["filename"]:
# Fallback: just store filename
metadata_rows.append(
{
"asset_reference_id": ref_id,
"key": "filename",
"ordinal": 0,
"val_str": ref_data["filename"],
"val_num": None,
"val_bool": None,
"val_json": None,
}
)
bulk_insert_tags_and_meta(session, tag_rows=tag_rows, meta_rows=metadata_rows)
return BulkInsertResult(
inserted_refs=len(inserted_ref_ids),
won_paths=len(winning_paths),
lost_paths=len(losing_paths),
)
def cleanup_unreferenced_assets(session: Session) -> int:
"""Hard-delete unhashed assets with no active references.
This is a destructive operation intended for explicit cleanup.
Only deletes assets where hash=None and all references are missing.
Returns:
Number of assets deleted
"""
unreferenced_ids = get_unreferenced_unhashed_asset_ids(session)
return delete_assets_by_ids(session, unreferenced_ids)
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import os
def get_mtime_ns(stat_result: os.stat_result) -> int:
"""Extract mtime in nanoseconds from a stat result."""
return getattr(
stat_result, "st_mtime_ns", int(stat_result.st_mtime * 1_000_000_000)
)
def get_size_and_mtime_ns(path: str, follow_symlinks: bool = True) -> tuple[int, int]:
"""Get file size in bytes and mtime in nanoseconds."""
st = os.stat(path, follow_symlinks=follow_symlinks)
return st.st_size, get_mtime_ns(st)
def verify_file_unchanged(
mtime_db: int | None,
size_db: int | None,
stat_result: os.stat_result,
) -> bool:
"""Check if a file is unchanged based on mtime and size.
Returns True if the file's mtime and size match the database values.
Returns False if mtime_db is None or values don't match.
size_db=None means don't check size; 0 is a valid recorded size.
"""
if mtime_db is None:
return False
actual_mtime_ns = get_mtime_ns(stat_result)
if int(mtime_db) != int(actual_mtime_ns):
return False
if size_db is not None:
return int(stat_result.st_size) == int(size_db)
return True
def is_visible(name: str) -> bool:
"""Return True if a file or directory name is visible (not hidden)."""
return not name.startswith(".")
def list_files_recursively(base_dir: str) -> list[str]:
"""Recursively list all files in a directory, following symlinks."""
out: list[str] = []
base_abs = os.path.abspath(base_dir)
if not os.path.isdir(base_abs):
return out
# Track seen real directory identities to prevent circular symlink loops
seen_dirs: set[tuple[int, int]] = set()
for dirpath, subdirs, filenames in os.walk(
base_abs, topdown=True, followlinks=True
):
try:
st = os.stat(dirpath)
dir_id = (st.st_dev, st.st_ino)
except OSError:
subdirs.clear()
continue
if dir_id in seen_dirs:
subdirs.clear()
continue
seen_dirs.add(dir_id)
subdirs[:] = [d for d in subdirs if is_visible(d)]
for name in filenames:
if not is_visible(name):
continue
out.append(os.path.abspath(os.path.join(dirpath, name)))
return out
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import io
import os
from contextlib import contextmanager
from dataclasses import dataclass
from typing import IO, Any, Callable, Iterator
import logging
try:
from blake3 import blake3
except ModuleNotFoundError:
logging.warning("WARNING: blake3 package not installed")
DEFAULT_CHUNK = 8 * 1024 * 1024
InterruptCheck = Callable[[], bool]
@dataclass
class HashCheckpoint:
"""Saved state for resuming an interrupted hash computation."""
bytes_processed: int
hasher: Any # blake3 hasher instance
mtime_ns: int = 0
file_size: int = 0
@contextmanager
def _open_for_hashing(fp: str | IO[bytes]) -> Iterator[tuple[IO[bytes], bool]]:
"""Yield (file_object, is_path) with appropriate setup/teardown."""
if hasattr(fp, "read"):
seekable = getattr(fp, "seekable", lambda: False)()
orig_pos = None
if seekable:
try:
orig_pos = fp.tell()
if orig_pos != 0:
fp.seek(0)
except io.UnsupportedOperation:
orig_pos = None
try:
yield fp, False
finally:
if orig_pos is not None:
fp.seek(orig_pos)
else:
with open(os.fspath(fp), "rb") as f:
yield f, True
def compute_blake3_hash(
fp: str | IO[bytes],
chunk_size: int = DEFAULT_CHUNK,
interrupt_check: InterruptCheck | None = None,
checkpoint: HashCheckpoint | None = None,
) -> tuple[str | None, HashCheckpoint | None]:
"""Compute BLAKE3 hash of a file, with optional checkpoint support.
Args:
fp: File path or file-like object
chunk_size: Size of chunks to read at a time
interrupt_check: Optional callable that returns True if the operation
should be interrupted (e.g. paused or cancelled). Must be
non-blocking so file handles are released immediately. Checked
between chunk reads.
checkpoint: Optional checkpoint to resume from (file paths only)
Returns:
Tuple of (hex_digest, None) on completion, or
(None, checkpoint) on interruption (file paths only), or
(None, None) on interruption of a file object
"""
if chunk_size <= 0:
chunk_size = DEFAULT_CHUNK
with _open_for_hashing(fp) as (f, is_path):
if checkpoint is not None and is_path:
f.seek(checkpoint.bytes_processed)
h = checkpoint.hasher
bytes_processed = checkpoint.bytes_processed
else:
h = blake3()
bytes_processed = 0
while True:
if interrupt_check is not None and interrupt_check():
if is_path:
return None, HashCheckpoint(
bytes_processed=bytes_processed,
hasher=h,
)
return None, None
chunk = f.read(chunk_size)
if not chunk:
break
h.update(chunk)
bytes_processed += len(chunk)
return h.hexdigest(), None
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import contextlib
import logging
import mimetypes
import os
from typing import Any, Sequence
from sqlalchemy.orm import Session
import app.assets.services.hashing as hashing
from app.assets.database.queries import (
add_tags_to_reference,
fetch_reference_and_asset,
get_asset_by_hash,
get_existing_asset_ids,
get_reference_by_file_path,
get_reference_tags,
get_or_create_reference,
remove_missing_tag_for_asset_id,
set_reference_metadata,
set_reference_tags,
upsert_asset,
upsert_reference,
validate_tags_exist,
)
from app.assets.helpers import normalize_tags
from app.assets.services.file_utils import get_size_and_mtime_ns
from app.assets.services.path_utils import (
compute_relative_filename,
resolve_destination_from_tags,
validate_path_within_base,
)
from app.assets.services.schemas import (
IngestResult,
RegisterAssetResult,
UploadResult,
UserMetadata,
extract_asset_data,
extract_reference_data,
)
from app.database.db import create_session
def _ingest_file_from_path(
abs_path: str,
asset_hash: str,
size_bytes: int,
mtime_ns: int,
mime_type: str | None = None,
info_name: str | None = None,
owner_id: str = "",
preview_id: str | None = None,
user_metadata: UserMetadata = None,
tags: Sequence[str] = (),
tag_origin: str = "manual",
require_existing_tags: bool = False,
) -> IngestResult:
locator = os.path.abspath(abs_path)
user_metadata = user_metadata or {}
asset_created = False
asset_updated = False
ref_created = False
ref_updated = False
reference_id: str | None = None
with create_session() as session:
if preview_id:
if preview_id not in get_existing_asset_ids(session, [preview_id]):
preview_id = None
asset, asset_created, asset_updated = upsert_asset(
session,
asset_hash=asset_hash,
size_bytes=size_bytes,
mime_type=mime_type,
)
ref_created, ref_updated = upsert_reference(
session,
asset_id=asset.id,
file_path=locator,
name=info_name or os.path.basename(locator),
mtime_ns=mtime_ns,
owner_id=owner_id,
)
# Get the reference we just created/updated
ref = get_reference_by_file_path(session, locator)
if ref:
reference_id = ref.id
if preview_id and ref.preview_id != preview_id:
ref.preview_id = preview_id
norm = normalize_tags(list(tags))
if norm:
if require_existing_tags:
validate_tags_exist(session, norm)
add_tags_to_reference(
session,
reference_id=reference_id,
tags=norm,
origin=tag_origin,
create_if_missing=not require_existing_tags,
)
_update_metadata_with_filename(
session,
reference_id=reference_id,
file_path=ref.file_path,
current_metadata=ref.user_metadata,
user_metadata=user_metadata,
)
try:
remove_missing_tag_for_asset_id(session, asset_id=asset.id)
except Exception:
logging.exception("Failed to clear 'missing' tag for asset %s", asset.id)
session.commit()
return IngestResult(
asset_created=asset_created,
asset_updated=asset_updated,
ref_created=ref_created,
ref_updated=ref_updated,
reference_id=reference_id,
)
def _register_existing_asset(
asset_hash: str,
name: str,
user_metadata: UserMetadata = None,
tags: list[str] | None = None,
tag_origin: str = "manual",
owner_id: str = "",
) -> RegisterAssetResult:
user_metadata = user_metadata or {}
with create_session() as session:
asset = get_asset_by_hash(session, asset_hash=asset_hash)
if not asset:
raise ValueError(f"No asset with hash {asset_hash}")
ref, ref_created = get_or_create_reference(
session,
asset_id=asset.id,
owner_id=owner_id,
name=name,
)
if not ref_created:
tag_names = get_reference_tags(session, reference_id=ref.id)
result = RegisterAssetResult(
ref=extract_reference_data(ref),
asset=extract_asset_data(asset),
tags=tag_names,
created=False,
)
session.commit()
return result
new_meta = dict(user_metadata)
computed_filename = compute_relative_filename(ref.file_path) if ref.file_path else None
if computed_filename:
new_meta["filename"] = computed_filename
if new_meta:
set_reference_metadata(
session,
reference_id=ref.id,
user_metadata=new_meta,
)
if tags is not None:
set_reference_tags(
session,
reference_id=ref.id,
tags=tags,
origin=tag_origin,
)
tag_names = get_reference_tags(session, reference_id=ref.id)
session.refresh(ref)
result = RegisterAssetResult(
ref=extract_reference_data(ref),
asset=extract_asset_data(asset),
tags=tag_names,
created=True,
)
session.commit()
return result
def _update_metadata_with_filename(
session: Session,
reference_id: str,
file_path: str | None,
current_metadata: dict | None,
user_metadata: dict[str, Any],
) -> None:
computed_filename = compute_relative_filename(file_path) if file_path else None
current_meta = current_metadata or {}
new_meta = dict(current_meta)
for k, v in user_metadata.items():
new_meta[k] = v
if computed_filename:
new_meta["filename"] = computed_filename
if new_meta != current_meta:
set_reference_metadata(
session,
reference_id=reference_id,
user_metadata=new_meta,
)
def _sanitize_filename(name: str | None, fallback: str) -> str:
n = os.path.basename((name or "").strip() or fallback)
return n if n else fallback
class HashMismatchError(Exception):
pass
class DependencyMissingError(Exception):
def __init__(self, message: str):
self.message = message
super().__init__(message)
def upload_from_temp_path(
temp_path: str,
name: str | None = None,
tags: list[str] | None = None,
user_metadata: dict | None = None,
client_filename: str | None = None,
owner_id: str = "",
expected_hash: str | None = None,
) -> UploadResult:
try:
digest, _ = hashing.compute_blake3_hash(temp_path)
except ImportError as e:
raise DependencyMissingError(str(e))
except Exception as e:
raise RuntimeError(f"failed to hash uploaded file: {e}")
asset_hash = "blake3:" + digest
if expected_hash and asset_hash != expected_hash.strip().lower():
raise HashMismatchError("Uploaded file hash does not match provided hash.")
with create_session() as session:
existing = get_asset_by_hash(session, asset_hash=asset_hash)
if existing is not None:
with contextlib.suppress(Exception):
if temp_path and os.path.exists(temp_path):
os.remove(temp_path)
display_name = _sanitize_filename(name or client_filename, fallback=digest)
result = _register_existing_asset(
asset_hash=asset_hash,
name=display_name,
user_metadata=user_metadata or {},
tags=tags or [],
tag_origin="manual",
owner_id=owner_id,
)
return UploadResult(
ref=result.ref,
asset=result.asset,
tags=result.tags,
created_new=False,
)
if not tags:
raise ValueError("tags are required for new asset uploads")
base_dir, subdirs = resolve_destination_from_tags(tags)
dest_dir = os.path.join(base_dir, *subdirs) if subdirs else base_dir
os.makedirs(dest_dir, exist_ok=True)
src_for_ext = (client_filename or name or "").strip()
_ext = os.path.splitext(os.path.basename(src_for_ext))[1] if src_for_ext else ""
ext = _ext if 0 < len(_ext) <= 16 else ""
hashed_basename = f"{digest}{ext}"
dest_abs = os.path.abspath(os.path.join(dest_dir, hashed_basename))
validate_path_within_base(dest_abs, base_dir)
content_type = (
mimetypes.guess_type(os.path.basename(src_for_ext), strict=False)[0]
or mimetypes.guess_type(hashed_basename, strict=False)[0]
or "application/octet-stream"
)
try:
os.replace(temp_path, dest_abs)
except Exception as e:
raise RuntimeError(f"failed to move uploaded file into place: {e}")
try:
size_bytes, mtime_ns = get_size_and_mtime_ns(dest_abs)
except OSError as e:
raise RuntimeError(f"failed to stat destination file: {e}")
ingest_result = _ingest_file_from_path(
asset_hash=asset_hash,
abs_path=dest_abs,
size_bytes=size_bytes,
mtime_ns=mtime_ns,
mime_type=content_type,
info_name=_sanitize_filename(name or client_filename, fallback=digest),
owner_id=owner_id,
preview_id=None,
user_metadata=user_metadata or {},
tags=tags,
tag_origin="manual",
require_existing_tags=False,
)
reference_id = ingest_result.reference_id
if not reference_id:
raise RuntimeError("failed to create asset reference")
with create_session() as session:
pair = fetch_reference_and_asset(
session, reference_id=reference_id, owner_id=owner_id
)
if not pair:
raise RuntimeError("inconsistent DB state after ingest")
ref, asset = pair
tag_names = get_reference_tags(session, reference_id=ref.id)
return UploadResult(
ref=extract_reference_data(ref),
asset=extract_asset_data(asset),
tags=tag_names,
created_new=ingest_result.asset_created,
)
def create_from_hash(
hash_str: str,
name: str,
tags: list[str] | None = None,
user_metadata: dict | None = None,
owner_id: str = "",
) -> UploadResult | None:
canonical = hash_str.strip().lower()
with create_session() as session:
asset = get_asset_by_hash(session, asset_hash=canonical)
if not asset:
return None
result = _register_existing_asset(
asset_hash=canonical,
name=_sanitize_filename(
name, fallback=canonical.split(":", 1)[1] if ":" in canonical else canonical
),
user_metadata=user_metadata or {},
tags=tags or [],
tag_origin="manual",
owner_id=owner_id,
)
return UploadResult(
ref=result.ref,
asset=result.asset,
tags=result.tags,
created_new=False,
)
+327
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"""Metadata extraction for asset scanning.
Tier 1: Filesystem metadata (zero parsing)
Tier 2: Safetensors header metadata (fast JSON read only)
"""
from __future__ import annotations
import json
import logging
import mimetypes
import os
import struct
from dataclasses import dataclass
from typing import Any
from utils.mime_types import init_mime_types
init_mime_types()
# Supported safetensors extensions
SAFETENSORS_EXTENSIONS = frozenset({".safetensors", ".sft"})
# Maximum safetensors header size to read (8MB)
MAX_SAFETENSORS_HEADER_SIZE = 8 * 1024 * 1024
@dataclass
class ExtractedMetadata:
"""Metadata extracted from a file during scanning."""
# Tier 1: Filesystem (always available)
filename: str = ""
file_path: str = "" # Full absolute path to the file
content_length: int = 0
content_type: str | None = None
format: str = "" # file extension without dot
# Tier 2: Safetensors header (if available)
base_model: str | None = None
trained_words: list[str] | None = None
air: str | None = None # CivitAI AIR identifier
has_preview_images: bool = False
# Source provenance (populated if embedded in safetensors)
source_url: str | None = None
source_arn: str | None = None
repo_url: str | None = None
preview_url: str | None = None
source_hash: str | None = None
# HuggingFace specific
repo_id: str | None = None
revision: str | None = None
filepath: str | None = None
resolve_url: str | None = None
def to_user_metadata(self) -> dict[str, Any]:
"""Convert to user_metadata dict for AssetReference.user_metadata JSON field."""
data: dict[str, Any] = {
"filename": self.filename,
"content_length": self.content_length,
"format": self.format,
}
if self.file_path:
data["file_path"] = self.file_path
if self.content_type:
data["content_type"] = self.content_type
# Tier 2 fields
if self.base_model:
data["base_model"] = self.base_model
if self.trained_words:
data["trained_words"] = self.trained_words
if self.air:
data["air"] = self.air
if self.has_preview_images:
data["has_preview_images"] = True
# Source provenance
if self.source_url:
data["source_url"] = self.source_url
if self.source_arn:
data["source_arn"] = self.source_arn
if self.repo_url:
data["repo_url"] = self.repo_url
if self.preview_url:
data["preview_url"] = self.preview_url
if self.source_hash:
data["source_hash"] = self.source_hash
# HuggingFace
if self.repo_id:
data["repo_id"] = self.repo_id
if self.revision:
data["revision"] = self.revision
if self.filepath:
data["filepath"] = self.filepath
if self.resolve_url:
data["resolve_url"] = self.resolve_url
return data
def to_meta_rows(self, reference_id: str) -> list[dict]:
"""Convert to asset_reference_meta rows for typed/indexed querying."""
rows: list[dict] = []
def add_str(key: str, val: str | None, ordinal: int = 0) -> None:
if val:
rows.append({
"asset_reference_id": reference_id,
"key": key,
"ordinal": ordinal,
"val_str": val[:2048] if len(val) > 2048 else val,
"val_num": None,
"val_bool": None,
"val_json": None,
})
def add_num(key: str, val: int | float | None) -> None:
if val is not None:
rows.append({
"asset_reference_id": reference_id,
"key": key,
"ordinal": 0,
"val_str": None,
"val_num": val,
"val_bool": None,
"val_json": None,
})
def add_bool(key: str, val: bool | None) -> None:
if val is not None:
rows.append({
"asset_reference_id": reference_id,
"key": key,
"ordinal": 0,
"val_str": None,
"val_num": None,
"val_bool": val,
"val_json": None,
})
# Tier 1
add_str("filename", self.filename)
add_num("content_length", self.content_length)
add_str("content_type", self.content_type)
add_str("format", self.format)
# Tier 2
add_str("base_model", self.base_model)
add_str("air", self.air)
has_previews = self.has_preview_images if self.has_preview_images else None
add_bool("has_preview_images", has_previews)
# trained_words as multiple rows with ordinals
if self.trained_words:
for i, word in enumerate(self.trained_words[:100]): # limit to 100 words
add_str("trained_words", word, ordinal=i)
# Source provenance
add_str("source_url", self.source_url)
add_str("source_arn", self.source_arn)
add_str("repo_url", self.repo_url)
add_str("preview_url", self.preview_url)
add_str("source_hash", self.source_hash)
# HuggingFace
add_str("repo_id", self.repo_id)
add_str("revision", self.revision)
add_str("filepath", self.filepath)
add_str("resolve_url", self.resolve_url)
return rows
def _read_safetensors_header(
path: str, max_size: int = MAX_SAFETENSORS_HEADER_SIZE
) -> dict[str, Any] | None:
"""Read only the JSON header from a safetensors file.
This is very fast - reads 8 bytes for header length, then the JSON header.
No tensor data is loaded.
Args:
path: Absolute path to safetensors file
max_size: Maximum header size to read (default 8MB)
Returns:
Parsed header dict or None if failed
"""
try:
with open(path, "rb") as f:
header_bytes = f.read(8)
if len(header_bytes) < 8:
return None
length_of_header = struct.unpack("<Q", header_bytes)[0]
if length_of_header > max_size:
return None
header_data = f.read(length_of_header)
if len(header_data) < length_of_header:
return None
return json.loads(header_data.decode("utf-8"))
except (OSError, json.JSONDecodeError, UnicodeDecodeError, struct.error):
return None
def _extract_safetensors_metadata(
header: dict[str, Any], meta: ExtractedMetadata
) -> None:
"""Extract metadata from safetensors header __metadata__ section.
Modifies meta in-place.
"""
st_meta = header.get("__metadata__", {})
if not isinstance(st_meta, dict):
return
# Common model metadata
meta.base_model = (
st_meta.get("ss_base_model_version")
or st_meta.get("modelspec.base_model")
or st_meta.get("base_model")
)
# Trained words / trigger words
trained_words = st_meta.get("ss_tag_frequency")
if trained_words and isinstance(trained_words, str):
try:
tag_freq = json.loads(trained_words)
# Extract unique tags from all datasets
all_tags: set[str] = set()
for dataset_tags in tag_freq.values():
if isinstance(dataset_tags, dict):
all_tags.update(dataset_tags.keys())
if all_tags:
meta.trained_words = sorted(all_tags)[:100]
except json.JSONDecodeError:
pass
# Direct trained_words field (some formats)
if not meta.trained_words:
tw = st_meta.get("trained_words")
if isinstance(tw, str):
try:
parsed = json.loads(tw)
if isinstance(parsed, list):
meta.trained_words = [str(x) for x in parsed]
else:
meta.trained_words = [w.strip() for w in tw.split(",") if w.strip()]
except json.JSONDecodeError:
meta.trained_words = [w.strip() for w in tw.split(",") if w.strip()]
elif isinstance(tw, list):
meta.trained_words = [str(x) for x in tw]
# CivitAI AIR
meta.air = st_meta.get("air") or st_meta.get("modelspec.air")
# Preview images (ssmd_cover_images)
cover_images = st_meta.get("ssmd_cover_images")
if cover_images:
meta.has_preview_images = True
# Source provenance fields
meta.source_url = st_meta.get("source_url")
meta.source_arn = st_meta.get("source_arn")
meta.repo_url = st_meta.get("repo_url")
meta.preview_url = st_meta.get("preview_url")
meta.source_hash = st_meta.get("source_hash") or st_meta.get("sshs_model_hash")
# HuggingFace fields
meta.repo_id = st_meta.get("repo_id") or st_meta.get("hf_repo_id")
meta.revision = st_meta.get("revision") or st_meta.get("hf_revision")
meta.filepath = st_meta.get("filepath") or st_meta.get("hf_filepath")
meta.resolve_url = st_meta.get("resolve_url") or st_meta.get("hf_url")
def extract_file_metadata(
abs_path: str,
stat_result: os.stat_result | None = None,
relative_filename: str | None = None,
) -> ExtractedMetadata:
"""Extract metadata from a file using tier 1 and tier 2 methods.
Tier 1: Filesystem metadata from path and stat
Tier 2: Safetensors header parsing if applicable
Args:
abs_path: Absolute path to the file
stat_result: Optional pre-fetched stat result (saves a syscall)
relative_filename: Optional relative filename to use instead of basename
(e.g., "flux/123/model.safetensors" for model paths)
Returns:
ExtractedMetadata with all available fields populated
"""
meta = ExtractedMetadata()
# Tier 1: Filesystem metadata
meta.filename = relative_filename or os.path.basename(abs_path)
meta.file_path = abs_path
_, ext = os.path.splitext(abs_path)
meta.format = ext.lstrip(".").lower() if ext else ""
mime_type, _ = mimetypes.guess_type(abs_path)
meta.content_type = mime_type
# Size from stat
if stat_result is None:
try:
stat_result = os.stat(abs_path, follow_symlinks=True)
except OSError:
pass
if stat_result:
meta.content_length = stat_result.st_size
# Tier 2: Safetensors header (if applicable and enabled)
if ext.lower() in SAFETENSORS_EXTENSIONS:
header = _read_safetensors_header(abs_path)
if header:
try:
_extract_safetensors_metadata(header, meta)
except Exception as e:
logging.debug("Safetensors meta extract failed %s: %s", abs_path, e)
return meta
+167
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@@ -0,0 +1,167 @@
import os
from pathlib import Path
from typing import Literal
import folder_paths
from app.assets.helpers import normalize_tags
_NON_MODEL_FOLDER_NAMES = frozenset({"custom_nodes"})
def get_comfy_models_folders() -> list[tuple[str, list[str]]]:
"""Build list of (folder_name, base_paths[]) for all model locations.
Includes every category registered in folder_names_and_paths,
regardless of whether its paths are under the main models_dir,
but excludes non-model entries like custom_nodes.
"""
targets: list[tuple[str, list[str]]] = []
for name, values in folder_paths.folder_names_and_paths.items():
if name in _NON_MODEL_FOLDER_NAMES:
continue
paths, _exts = values[0], values[1]
if paths:
targets.append((name, paths))
return targets
def resolve_destination_from_tags(tags: list[str]) -> tuple[str, list[str]]:
"""Validates and maps tags -> (base_dir, subdirs_for_fs)"""
if not tags:
raise ValueError("tags must not be empty")
root = tags[0].lower()
if root == "models":
if len(tags) < 2:
raise ValueError("at least two tags required for model asset")
try:
bases = folder_paths.folder_names_and_paths[tags[1]][0]
except KeyError:
raise ValueError(f"unknown model category '{tags[1]}'")
if not bases:
raise ValueError(f"no base path configured for category '{tags[1]}'")
base_dir = os.path.abspath(bases[0])
raw_subdirs = tags[2:]
elif root == "input":
base_dir = os.path.abspath(folder_paths.get_input_directory())
raw_subdirs = tags[1:]
elif root == "output":
base_dir = os.path.abspath(folder_paths.get_output_directory())
raw_subdirs = tags[1:]
else:
raise ValueError(f"unknown root tag '{tags[0]}'; expected 'models', 'input', or 'output'")
_sep_chars = frozenset(("/", "\\", os.sep))
for i in raw_subdirs:
if i in (".", "..") or _sep_chars & set(i):
raise ValueError("invalid path component in tags")
return base_dir, raw_subdirs if raw_subdirs else []
def validate_path_within_base(candidate: str, base: str) -> None:
cand_abs = Path(os.path.abspath(candidate))
base_abs = Path(os.path.abspath(base))
if not cand_abs.is_relative_to(base_abs):
raise ValueError("destination escapes base directory")
def compute_relative_filename(file_path: str) -> str | None:
"""
Return the model's path relative to the last well-known folder (the model category),
using forward slashes, eg:
/.../models/checkpoints/flux/123/flux.safetensors -> "flux/123/flux.safetensors"
/.../models/text_encoders/clip_g.safetensors -> "clip_g.safetensors"
For non-model paths, returns None.
"""
try:
root_category, rel_path = get_asset_category_and_relative_path(file_path)
except ValueError:
return None
p = Path(rel_path)
parts = [seg for seg in p.parts if seg not in (".", "..", p.anchor)]
if not parts:
return None
if root_category == "models":
# parts[0] is the category ("checkpoints", "vae", etc) drop it
inside = parts[1:] if len(parts) > 1 else [parts[0]]
return "/".join(inside)
return "/".join(parts) # input/output: keep all parts
def get_asset_category_and_relative_path(
file_path: str,
) -> tuple[Literal["input", "output", "models"], str]:
"""Determine which root category a file path belongs to.
Categories:
- 'input': under folder_paths.get_input_directory()
- 'output': under folder_paths.get_output_directory()
- 'models': under any base path from get_comfy_models_folders()
Returns:
(root_category, relative_path_inside_that_root)
Raises:
ValueError: path does not belong to any known root.
"""
fp_abs = os.path.abspath(file_path)
def _check_is_within(child: str, parent: str) -> bool:
return Path(child).is_relative_to(parent)
def _compute_relative(child: str, parent: str) -> str:
# Normalize relative path, stripping any leading ".." components
# by anchoring to root (os.sep) then computing relpath back from it.
return os.path.relpath(
os.path.join(os.sep, os.path.relpath(child, parent)), os.sep
)
# 1) input
input_base = os.path.abspath(folder_paths.get_input_directory())
if _check_is_within(fp_abs, input_base):
return "input", _compute_relative(fp_abs, input_base)
# 2) output
output_base = os.path.abspath(folder_paths.get_output_directory())
if _check_is_within(fp_abs, output_base):
return "output", _compute_relative(fp_abs, output_base)
# 3) models (check deepest matching base to avoid ambiguity)
best: tuple[int, str, str] | None = None # (base_len, bucket, rel_inside_bucket)
for bucket, bases in get_comfy_models_folders():
for b in bases:
base_abs = os.path.abspath(b)
if not _check_is_within(fp_abs, base_abs):
continue
cand = (len(base_abs), bucket, _compute_relative(fp_abs, base_abs))
if best is None or cand[0] > best[0]:
best = cand
if best is not None:
_, bucket, rel_inside = best
combined = os.path.join(bucket, rel_inside)
return "models", os.path.relpath(os.path.join(os.sep, combined), os.sep)
raise ValueError(
f"Path is not within input, output, or configured model bases: {file_path}"
)
def get_name_and_tags_from_asset_path(file_path: str) -> tuple[str, list[str]]:
"""Return (name, tags) derived from a filesystem path.
- name: base filename with extension
- tags: [root_category] + parent folder names in order
Raises:
ValueError: path does not belong to any known root.
"""
root_category, some_path = get_asset_category_and_relative_path(file_path)
p = Path(some_path)
parent_parts = [
part for part in p.parent.parts if part not in (".", "..", p.anchor)
]
return p.name, list(dict.fromkeys(normalize_tags([root_category, *parent_parts])))
+109
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@@ -0,0 +1,109 @@
from dataclasses import dataclass
from datetime import datetime
from typing import Any, NamedTuple
from app.assets.database.models import Asset, AssetReference
UserMetadata = dict[str, Any] | None
@dataclass(frozen=True)
class AssetData:
hash: str | None
size_bytes: int | None
mime_type: str | None
@dataclass(frozen=True)
class ReferenceData:
"""Data transfer object for AssetReference."""
id: str
name: str
file_path: str | None
user_metadata: UserMetadata
preview_id: str | None
created_at: datetime
updated_at: datetime
last_access_time: datetime | None
@dataclass(frozen=True)
class AssetDetailResult:
ref: ReferenceData
asset: AssetData | None
tags: list[str]
@dataclass(frozen=True)
class RegisterAssetResult:
ref: ReferenceData
asset: AssetData
tags: list[str]
created: bool
@dataclass(frozen=True)
class IngestResult:
asset_created: bool
asset_updated: bool
ref_created: bool
ref_updated: bool
reference_id: str | None
class TagUsage(NamedTuple):
name: str
tag_type: str
count: int
@dataclass(frozen=True)
class AssetSummaryData:
ref: ReferenceData
asset: AssetData | None
tags: list[str]
@dataclass(frozen=True)
class ListAssetsResult:
items: list[AssetSummaryData]
total: int
@dataclass(frozen=True)
class DownloadResolutionResult:
abs_path: str
content_type: str
download_name: str
@dataclass(frozen=True)
class UploadResult:
ref: ReferenceData
asset: AssetData
tags: list[str]
created_new: bool
def extract_reference_data(ref: AssetReference) -> ReferenceData:
return ReferenceData(
id=ref.id,
name=ref.name,
file_path=ref.file_path,
user_metadata=ref.user_metadata,
preview_id=ref.preview_id,
created_at=ref.created_at,
updated_at=ref.updated_at,
last_access_time=ref.last_access_time,
)
def extract_asset_data(asset: Asset | None) -> AssetData | None:
if asset is None:
return None
return AssetData(
hash=asset.hash,
size_bytes=asset.size_bytes,
mime_type=asset.mime_type,
)
+75
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@@ -0,0 +1,75 @@
from app.assets.database.queries import (
AddTagsResult,
RemoveTagsResult,
add_tags_to_reference,
get_reference_with_owner_check,
list_tags_with_usage,
remove_tags_from_reference,
)
from app.assets.services.schemas import TagUsage
from app.database.db import create_session
def apply_tags(
reference_id: str,
tags: list[str],
origin: str = "manual",
owner_id: str = "",
) -> AddTagsResult:
with create_session() as session:
ref_row = get_reference_with_owner_check(session, reference_id, owner_id)
result = add_tags_to_reference(
session,
reference_id=reference_id,
tags=tags,
origin=origin,
create_if_missing=True,
reference_row=ref_row,
)
session.commit()
return result
def remove_tags(
reference_id: str,
tags: list[str],
owner_id: str = "",
) -> RemoveTagsResult:
with create_session() as session:
get_reference_with_owner_check(session, reference_id, owner_id)
result = remove_tags_from_reference(
session,
reference_id=reference_id,
tags=tags,
)
session.commit()
return result
def list_tags(
prefix: str | None = None,
limit: int = 100,
offset: int = 0,
order: str = "count_desc",
include_zero: bool = True,
owner_id: str = "",
) -> tuple[list[TagUsage], int]:
limit = max(1, min(1000, limit))
offset = max(0, offset)
with create_session() as session:
rows, total = list_tags_with_usage(
session,
prefix=prefix,
limit=limit,
offset=offset,
include_zero=include_zero,
order=order,
owner_id=owner_id,
)
return [TagUsage(name, tag_type, count) for name, tag_type, count in rows], total
+27 -16
View File
@@ -93,16 +93,20 @@ class CustomNodeManager:
def add_routes(self, routes, webapp, loadedModules):
example_workflow_folder_names = ["example_workflows", "example", "examples", "workflow", "workflows"]
@routes.get("/workflow_templates")
async def get_workflow_templates(request):
"""Returns a web response that contains the map of custom_nodes names and their associated workflow templates. The ones without templates are omitted."""
files = [
file
for folder in folder_paths.get_folder_paths("custom_nodes")
for file in glob.glob(
os.path.join(folder, "*/example_workflows/*.json")
)
]
files = []
for folder in folder_paths.get_folder_paths("custom_nodes"):
for folder_name in example_workflow_folder_names:
pattern = os.path.join(folder, f"*/{folder_name}/*.json")
matched_files = glob.glob(pattern)
files.extend(matched_files)
workflow_templates_dict = (
{}
) # custom_nodes folder name -> example workflow names
@@ -118,15 +122,22 @@ class CustomNodeManager:
# Serve workflow templates from custom nodes.
for module_name, module_dir in loadedModules:
workflows_dir = os.path.join(module_dir, "example_workflows")
if os.path.exists(workflows_dir):
webapp.add_routes(
[
web.static(
"/api/workflow_templates/" + module_name, workflows_dir
)
]
)
for folder_name in example_workflow_folder_names:
workflows_dir = os.path.join(module_dir, folder_name)
if os.path.exists(workflows_dir):
if folder_name != "example_workflows":
logging.debug(
"Found example workflow folder '%s' for custom node '%s', consider renaming it to 'example_workflows'",
folder_name, module_name)
webapp.add_routes(
[
web.static(
"/api/workflow_templates/" + module_name, workflows_dir
)
]
)
@routes.get("/i18n")
async def get_i18n(request):
+191
View File
@@ -0,0 +1,191 @@
import logging
import os
import shutil
from app.logger import log_startup_warning
from utils.install_util import get_missing_requirements_message
from filelock import FileLock, Timeout
from comfy.cli_args import args
_DB_AVAILABLE = False
Session = None
try:
from alembic import command
from alembic.config import Config
from alembic.runtime.migration import MigrationContext
from alembic.script import ScriptDirectory
from sqlalchemy import create_engine, event
from sqlalchemy.orm import sessionmaker
from sqlalchemy.pool import StaticPool
from app.database.models import Base
import app.assets.database.models # noqa: F401 — register models with Base.metadata
_DB_AVAILABLE = True
except ImportError as e:
log_startup_warning(
f"""
------------------------------------------------------------------------
Error importing dependencies: {e}
{get_missing_requirements_message()}
This error is happening because ComfyUI now uses a local sqlite database.
------------------------------------------------------------------------
""".strip()
)
def dependencies_available():
"""
Temporary function to check if the dependencies are available
"""
return _DB_AVAILABLE
def can_create_session():
"""
Temporary function to check if the database is available to create a session
During initial release there may be environmental issues (or missing dependencies) that prevent the database from being created
"""
return dependencies_available() and Session is not None
def get_alembic_config():
root_path = os.path.join(os.path.dirname(__file__), "../..")
config_path = os.path.abspath(os.path.join(root_path, "alembic.ini"))
scripts_path = os.path.abspath(os.path.join(root_path, "alembic_db"))
config = Config(config_path)
config.set_main_option("script_location", scripts_path)
config.set_main_option("sqlalchemy.url", args.database_url)
return config
def get_db_path():
url = args.database_url
if url.startswith("sqlite:///"):
return url.split("///")[1]
else:
raise ValueError(f"Unsupported database URL '{url}'.")
_db_lock = None
def _acquire_file_lock(db_path):
"""Acquire an OS-level file lock to prevent multi-process access.
Uses filelock for cross-platform support (macOS, Linux, Windows).
The OS automatically releases the lock when the process exits, even on crashes.
"""
global _db_lock
lock_path = db_path + ".lock"
_db_lock = FileLock(lock_path)
try:
_db_lock.acquire(timeout=0)
except Timeout:
raise RuntimeError(
f"Could not acquire lock on database '{db_path}'. "
"Another ComfyUI process may already be using it. "
"Use --database-url to specify a separate database file."
)
def _is_memory_db(db_url):
"""Check if the database URL refers to an in-memory SQLite database."""
return db_url in ("sqlite:///:memory:", "sqlite://")
def init_db():
db_url = args.database_url
logging.debug(f"Database URL: {db_url}")
if _is_memory_db(db_url):
_init_memory_db(db_url)
else:
_init_file_db(db_url)
def _init_memory_db(db_url):
"""Initialize an in-memory SQLite database using metadata.create_all.
Alembic migrations don't work with in-memory SQLite because each
connection gets its own separate database — tables created by Alembic's
internal connection are lost immediately.
"""
engine = create_engine(
db_url,
poolclass=StaticPool,
connect_args={"check_same_thread": False},
)
@event.listens_for(engine, "connect")
def set_sqlite_pragma(dbapi_connection, connection_record):
cursor = dbapi_connection.cursor()
cursor.execute("PRAGMA foreign_keys=ON")
cursor.close()
Base.metadata.create_all(engine)
global Session
Session = sessionmaker(bind=engine)
def _init_file_db(db_url):
"""Initialize a file-backed SQLite database using Alembic migrations."""
db_path = get_db_path()
db_exists = os.path.exists(db_path)
config = get_alembic_config()
# Check if we need to upgrade
engine = create_engine(db_url)
# Enable foreign key enforcement for SQLite
@event.listens_for(engine, "connect")
def set_sqlite_pragma(dbapi_connection, connection_record):
cursor = dbapi_connection.cursor()
cursor.execute("PRAGMA foreign_keys=ON")
cursor.close()
conn = engine.connect()
context = MigrationContext.configure(conn)
current_rev = context.get_current_revision()
script = ScriptDirectory.from_config(config)
target_rev = script.get_current_head()
if target_rev is None:
logging.warning("No target revision found.")
elif current_rev != target_rev:
# Backup the database pre upgrade
backup_path = db_path + ".bkp"
if db_exists:
shutil.copy(db_path, backup_path)
else:
backup_path = None
try:
command.upgrade(config, target_rev)
logging.info(f"Database upgraded from {current_rev} to {target_rev}")
except Exception as e:
if backup_path:
# Restore the database from backup if upgrade fails
shutil.copy(backup_path, db_path)
os.remove(backup_path)
logging.exception("Error upgrading database: ")
raise e
# Acquire an OS-level file lock after migrations are complete.
# Alembic uses its own connection, so we must wait until it's done
# before locking — otherwise our own lock blocks the migration.
conn.close()
_acquire_file_lock(db_path)
global Session
Session = sessionmaker(bind=engine)
def create_session():
return Session()
+21
View File
@@ -0,0 +1,21 @@
from typing import Any
from datetime import datetime
from sqlalchemy.orm import DeclarativeBase
class Base(DeclarativeBase):
pass
def to_dict(obj: Any, include_none: bool = False) -> dict[str, Any]:
fields = obj.__table__.columns.keys()
out: dict[str, Any] = {}
for field in fields:
val = getattr(obj, field)
if val is None and not include_none:
continue
if isinstance(val, datetime):
out[field] = val.isoformat()
else:
out[field] = val
return out
# TODO: Define models here
+193 -21
View File
@@ -10,40 +10,64 @@ import importlib
from dataclasses import dataclass
from functools import cached_property
from pathlib import Path
from typing import TypedDict, Optional
from typing import Dict, TypedDict, Optional
from aiohttp import web
from importlib.metadata import version
import requests
from typing_extensions import NotRequired
from utils.install_util import get_missing_requirements_message, get_required_packages_versions
from comfy.cli_args import DEFAULT_VERSION_STRING
import app.logger
# The path to the requirements.txt file
req_path = Path(__file__).parents[1] / "requirements.txt"
def frontend_install_warning_message():
"""The warning message to display when the frontend version is not up to date."""
return f"""
{get_missing_requirements_message()}
extra = ""
if sys.flags.no_user_site:
extra = "-s "
return f"Please install the updated requirements.txt file by running:\n{sys.executable} {extra}-m pip install -r {req_path}\n\nThis error is happening because the ComfyUI frontend is no longer shipped as part of the main repo but as a pip package instead.\n\nIf you are on the portable package you can run: update\\update_comfyui.bat to solve this problem"
This error is happening because the ComfyUI frontend is no longer shipped as part of the main repo but as a pip package instead.
""".strip()
def parse_version(version: str) -> tuple[int, int, int]:
return tuple(map(int, version.split(".")))
def is_valid_version(version: str) -> bool:
"""Validate if a string is a valid semantic version (X.Y.Z format)."""
pattern = r"^(\d+)\.(\d+)\.(\d+)$"
return bool(re.match(pattern, version))
def get_installed_frontend_version():
"""Get the currently installed frontend package version."""
frontend_version_str = version("comfyui-frontend-package")
return frontend_version_str
def get_required_frontend_version():
return get_required_packages_versions().get("comfyui-frontend-package", None)
def check_frontend_version():
"""Check if the frontend version is up to date."""
def parse_version(version: str) -> tuple[int, int, int]:
return tuple(map(int, version.split(".")))
try:
frontend_version_str = version("comfyui-frontend-package")
frontend_version_str = get_installed_frontend_version()
frontend_version = parse_version(frontend_version_str)
with open(req_path, "r", encoding="utf-8") as f:
required_frontend = parse_version(f.readline().split("=")[-1])
required_frontend_str = get_required_frontend_version()
required_frontend = parse_version(required_frontend_str)
if frontend_version < required_frontend:
app.logger.log_startup_warning("________________________________________________________________________\nWARNING WARNING WARNING WARNING WARNING\n\nInstalled frontend version {} is lower than the recommended version {}.\n\n{}\n________________________________________________________________________".format('.'.join(map(str, frontend_version)), '.'.join(map(str, required_frontend)), frontend_install_warning_message()))
app.logger.log_startup_warning(
f"""
________________________________________________________________________
WARNING WARNING WARNING WARNING WARNING
Installed frontend version {".".join(map(str, frontend_version))} is lower than the recommended version {".".join(map(str, required_frontend))}.
{frontend_install_warning_message()}
________________________________________________________________________
""".strip()
)
else:
logging.info("ComfyUI frontend version: {}".format(frontend_version_str))
except Exception as e:
@@ -103,9 +127,22 @@ class FrontEndProvider:
response.raise_for_status() # Raises an HTTPError if the response was an error
return response.json()
@cached_property
def latest_prerelease(self) -> Release:
"""Get the latest pre-release version - even if it's older than the latest release"""
release = [release for release in self.all_releases if release["prerelease"]]
if not release:
raise ValueError("No pre-releases found")
# GitHub returns releases in reverse chronological order, so first is latest
return release[0]
def get_release(self, version: str) -> Release:
if version == "latest":
return self.latest_release
elif version == "prerelease":
return self.latest_prerelease
else:
for release in self.all_releases:
if release["tag_name"] in [version, f"v{version}"]:
@@ -146,15 +183,126 @@ def download_release_asset_zip(release: Release, destination_path: str) -> None:
class FrontendManager:
CUSTOM_FRONTENDS_ROOT = str(Path(__file__).parents[1] / "web_custom_versions")
@classmethod
def get_required_frontend_version(cls) -> str:
"""Get the required frontend package version."""
return get_required_frontend_version()
@classmethod
def get_installed_templates_version(cls) -> str:
"""Get the currently installed workflow templates package version."""
try:
templates_version_str = version("comfyui-workflow-templates")
return templates_version_str
except Exception:
return None
@classmethod
def get_required_templates_version(cls) -> str:
return get_required_packages_versions().get("comfyui-workflow-templates", None)
@classmethod
def default_frontend_path(cls) -> str:
try:
import comfyui_frontend_package
return str(importlib.resources.files(comfyui_frontend_package) / "static")
except ImportError:
logging.error(f"\n\n********** ERROR ***********\n\ncomfyui-frontend-package is not installed. {frontend_install_warning_message()}\n********** ERROR **********\n")
logging.error(
f"""
********** ERROR ***********
comfyui-frontend-package is not installed.
{frontend_install_warning_message()}
********** ERROR ***********
""".strip()
)
sys.exit(-1)
@classmethod
def template_asset_map(cls) -> Optional[Dict[str, str]]:
"""Return a mapping of template asset names to their absolute paths."""
try:
from comfyui_workflow_templates import (
get_asset_path,
iter_templates,
)
except ImportError:
logging.error(
f"""
********** ERROR ***********
comfyui-workflow-templates is not installed.
{frontend_install_warning_message()}
********** ERROR ***********
""".strip()
)
return None
try:
template_entries = list(iter_templates())
except Exception as exc:
logging.error(f"Failed to enumerate workflow templates: {exc}")
return None
asset_map: Dict[str, str] = {}
try:
for entry in template_entries:
for asset in entry.assets:
asset_map[asset.filename] = get_asset_path(
entry.template_id, asset.filename
)
except Exception as exc:
logging.error(f"Failed to resolve template asset paths: {exc}")
return None
if not asset_map:
logging.error("No workflow template assets found. Did the packages install correctly?")
return None
return asset_map
@classmethod
def legacy_templates_path(cls) -> Optional[str]:
"""Return the legacy templates directory shipped inside the meta package."""
try:
import comfyui_workflow_templates
return str(
importlib.resources.files(comfyui_workflow_templates) / "templates"
)
except ImportError:
logging.error(
f"""
********** ERROR ***********
comfyui-workflow-templates is not installed.
{frontend_install_warning_message()}
********** ERROR ***********
""".strip()
)
return None
@classmethod
def embedded_docs_path(cls) -> str:
"""Get the path to embedded documentation"""
try:
import comfyui_embedded_docs
return str(
importlib.resources.files(comfyui_embedded_docs) / "docs"
)
except ImportError:
logging.info("comfyui-embedded-docs package not found")
return None
@classmethod
def parse_version_string(cls, value: str) -> tuple[str, str, str]:
"""
@@ -167,7 +315,7 @@ class FrontendManager:
Raises:
argparse.ArgumentTypeError: If the version string is invalid.
"""
VERSION_PATTERN = r"^([a-zA-Z0-9][a-zA-Z0-9-]{0,38})/([a-zA-Z0-9_.-]+)@(v?\d+\.\d+\.\d+|latest)$"
VERSION_PATTERN = r"^([a-zA-Z0-9][a-zA-Z0-9-]{0,38})/([a-zA-Z0-9_.-]+)@(v?\d+\.\d+\.\d+[-._a-zA-Z0-9]*|latest|prerelease)$"
match_result = re.match(VERSION_PATTERN, value)
if match_result is None:
raise argparse.ArgumentTypeError(f"Invalid version string: {value}")
@@ -175,7 +323,9 @@ class FrontendManager:
return match_result.group(1), match_result.group(2), match_result.group(3)
@classmethod
def init_frontend_unsafe(cls, version_string: str, provider: Optional[FrontEndProvider] = None) -> str:
def init_frontend_unsafe(
cls, version_string: str, provider: Optional[FrontEndProvider] = None
) -> str:
"""
Initializes the frontend for the specified version.
@@ -197,12 +347,20 @@ class FrontendManager:
repo_owner, repo_name, version = cls.parse_version_string(version_string)
if version.startswith("v"):
expected_path = str(Path(cls.CUSTOM_FRONTENDS_ROOT) / f"{repo_owner}_{repo_name}" / version.lstrip("v"))
expected_path = str(
Path(cls.CUSTOM_FRONTENDS_ROOT)
/ f"{repo_owner}_{repo_name}"
/ version.lstrip("v")
)
if os.path.exists(expected_path):
logging.info(f"Using existing copy of specific frontend version tag: {repo_owner}/{repo_name}@{version}")
logging.info(
f"Using existing copy of specific frontend version tag: {repo_owner}/{repo_name}@{version}"
)
return expected_path
logging.info(f"Initializing frontend: {repo_owner}/{repo_name}@{version}, requesting version details from GitHub...")
logging.info(
f"Initializing frontend: {repo_owner}/{repo_name}@{version}, requesting version details from GitHub..."
)
provider = provider or FrontEndProvider(repo_owner, repo_name)
release = provider.get_release(version)
@@ -247,3 +405,17 @@ class FrontendManager:
logging.info("Falling back to the default frontend.")
check_frontend_version()
return cls.default_frontend_path()
@classmethod
def template_asset_handler(cls):
assets = cls.template_asset_map()
if not assets:
return None
async def serve_template(request: web.Request) -> web.StreamResponse:
rel_path = request.match_info.get("path", "")
target = assets.get(rel_path)
if target is None:
raise web.HTTPNotFound()
return web.FileResponse(target)
return serve_template
+18 -7
View File
@@ -44,7 +44,7 @@ class ModelFileManager:
@routes.get("/experiment/models/{folder}")
async def get_all_models(request):
folder = request.match_info.get("folder", None)
if not folder in folder_paths.folder_names_and_paths:
if folder not in folder_paths.folder_names_and_paths:
return web.Response(status=404)
files = self.get_model_file_list(folder)
return web.json_response(files)
@@ -55,7 +55,7 @@ class ModelFileManager:
path_index = int(request.match_info.get("path_index", None))
filename = request.match_info.get("filename", None)
if not folder_name in folder_paths.folder_names_and_paths:
if folder_name not in folder_paths.folder_names_and_paths:
return web.Response(status=404)
folders = folder_paths.folder_names_and_paths[folder_name]
@@ -130,10 +130,21 @@ class ModelFileManager:
for file_name in filenames:
try:
relative_path = os.path.relpath(os.path.join(dirpath, file_name), directory)
result.append(relative_path)
except:
logging.warning(f"Warning: Unable to access {file_name}. Skipping this file.")
full_path = os.path.join(dirpath, file_name)
relative_path = os.path.relpath(full_path, directory)
# Get file metadata
file_info = {
"name": relative_path,
"pathIndex": pathIndex,
"modified": os.path.getmtime(full_path), # Add modification time
"created": os.path.getctime(full_path), # Add creation time
"size": os.path.getsize(full_path) # Add file size
}
result.append(file_info)
except Exception as e:
logging.warning(f"Warning: Unable to access {file_name}. Error: {e}. Skipping this file.")
continue
for d in subdirs:
@@ -144,7 +155,7 @@ class ModelFileManager:
logging.warning(f"Warning: Unable to access {path}. Skipping this path.")
continue
return [{"name": f, "pathIndex": pathIndex} for f in result], dirs, time.perf_counter()
return result, dirs, time.perf_counter()
def get_model_previews(self, filepath: str) -> list[str | BytesIO]:
dirname = os.path.dirname(filepath)
+107
View File
@@ -0,0 +1,107 @@
from __future__ import annotations
from aiohttp import web
from typing import TYPE_CHECKING, TypedDict
if TYPE_CHECKING:
from comfy_api.latest._io_public import NodeReplace
from comfy_execution.graph_utils import is_link
import nodes
class NodeStruct(TypedDict):
inputs: dict[str, str | int | float | bool | tuple[str, int]]
class_type: str
_meta: dict[str, str]
def copy_node_struct(node_struct: NodeStruct, empty_inputs: bool = False) -> NodeStruct:
new_node_struct = node_struct.copy()
if empty_inputs:
new_node_struct["inputs"] = {}
else:
new_node_struct["inputs"] = node_struct["inputs"].copy()
new_node_struct["_meta"] = node_struct["_meta"].copy()
return new_node_struct
class NodeReplaceManager:
"""Manages node replacement registrations."""
def __init__(self):
self._replacements: dict[str, list[NodeReplace]] = {}
def register(self, node_replace: NodeReplace):
"""Register a node replacement mapping."""
self._replacements.setdefault(node_replace.old_node_id, []).append(node_replace)
def get_replacement(self, old_node_id: str) -> list[NodeReplace] | None:
"""Get replacements for an old node ID."""
return self._replacements.get(old_node_id)
def has_replacement(self, old_node_id: str) -> bool:
"""Check if a replacement exists for an old node ID."""
return old_node_id in self._replacements
def apply_replacements(self, prompt: dict[str, NodeStruct]):
connections: dict[str, list[tuple[str, str, int]]] = {}
need_replacement: set[str] = set()
for node_number, node_struct in prompt.items():
if "class_type" not in node_struct or "inputs" not in node_struct:
continue
class_type = node_struct["class_type"]
# need replacement if not in NODE_CLASS_MAPPINGS and has replacement
if class_type not in nodes.NODE_CLASS_MAPPINGS.keys() and self.has_replacement(class_type):
need_replacement.add(node_number)
# keep track of connections
for input_id, input_value in node_struct["inputs"].items():
if is_link(input_value):
conn_number = input_value[0]
connections.setdefault(conn_number, []).append((node_number, input_id, input_value[1]))
for node_number in need_replacement:
node_struct = prompt[node_number]
class_type = node_struct["class_type"]
replacements = self.get_replacement(class_type)
if replacements is None:
continue
# just use the first replacement
replacement = replacements[0]
new_node_id = replacement.new_node_id
# if replacement is not a valid node, skip trying to replace it as will only cause confusion
if new_node_id not in nodes.NODE_CLASS_MAPPINGS.keys():
continue
# first, replace node id (class_type)
new_node_struct = copy_node_struct(node_struct, empty_inputs=True)
new_node_struct["class_type"] = new_node_id
# TODO: consider replacing display_name in _meta as well for error reporting purposes; would need to query node schema
# second, replace inputs
if replacement.input_mapping is not None:
for input_map in replacement.input_mapping:
if "set_value" in input_map:
new_node_struct["inputs"][input_map["new_id"]] = input_map["set_value"]
elif "old_id" in input_map:
new_node_struct["inputs"][input_map["new_id"]] = node_struct["inputs"][input_map["old_id"]]
# finalize input replacement
prompt[node_number] = new_node_struct
# third, replace outputs
if replacement.output_mapping is not None:
# re-mapping outputs requires changing the input values of nodes that receive connections from this one
if node_number in connections:
for conns in connections[node_number]:
conn_node_number, conn_input_id, old_output_idx = conns
for output_map in replacement.output_mapping:
if output_map["old_idx"] == old_output_idx:
new_output_idx = output_map["new_idx"]
previous_input = prompt[conn_node_number]["inputs"][conn_input_id]
previous_input[1] = new_output_idx
def as_dict(self):
"""Serialize all replacements to dict."""
return {
k: [v.as_dict() for v in v_list]
for k, v_list in self._replacements.items()
}
def add_routes(self, routes):
@routes.get("/node_replacements")
async def get_node_replacements(request):
return web.json_response(self.as_dict())
+132
View File
@@ -0,0 +1,132 @@
from __future__ import annotations
from typing import TypedDict
import os
import folder_paths
import glob
from aiohttp import web
import hashlib
class Source:
custom_node = "custom_node"
templates = "templates"
class SubgraphEntry(TypedDict):
source: str
"""
Source of subgraph - custom_nodes vs templates.
"""
path: str
"""
Relative path of the subgraph file.
For custom nodes, will be the relative directory like <custom_node_dir>/subgraphs/<name>.json
"""
name: str
"""
Name of subgraph file.
"""
info: CustomNodeSubgraphEntryInfo
"""
Additional info about subgraph; in the case of custom_nodes, will contain nodepack name
"""
data: str
class CustomNodeSubgraphEntryInfo(TypedDict):
node_pack: str
"""Node pack name."""
class SubgraphManager:
def __init__(self):
self.cached_custom_node_subgraphs: dict[SubgraphEntry] | None = None
self.cached_blueprint_subgraphs: dict[SubgraphEntry] | None = None
def _create_entry(self, file: str, source: str, node_pack: str) -> tuple[str, SubgraphEntry]:
"""Create a subgraph entry from a file path. Expects normalized path (forward slashes)."""
entry_id = hashlib.sha256(f"{source}{file}".encode()).hexdigest()
entry: SubgraphEntry = {
"source": source,
"name": os.path.splitext(os.path.basename(file))[0],
"path": file,
"info": {"node_pack": node_pack},
}
return entry_id, entry
async def load_entry_data(self, entry: SubgraphEntry):
with open(entry['path'], 'r', encoding='utf-8') as f:
entry['data'] = f.read()
return entry
async def sanitize_entry(self, entry: SubgraphEntry | None, remove_data=False) -> SubgraphEntry | None:
if entry is None:
return None
entry = entry.copy()
entry.pop('path', None)
if remove_data:
entry.pop('data', None)
return entry
async def sanitize_entries(self, entries: dict[str, SubgraphEntry], remove_data=False) -> dict[str, SubgraphEntry]:
entries = entries.copy()
for key in list(entries.keys()):
entries[key] = await self.sanitize_entry(entries[key], remove_data)
return entries
async def get_custom_node_subgraphs(self, loadedModules, force_reload=False):
"""Load subgraphs from custom nodes."""
if not force_reload and self.cached_custom_node_subgraphs is not None:
return self.cached_custom_node_subgraphs
subgraphs_dict: dict[SubgraphEntry] = {}
for folder in folder_paths.get_folder_paths("custom_nodes"):
pattern = os.path.join(folder, "*/subgraphs/*.json")
for file in glob.glob(pattern):
file = file.replace('\\', '/')
node_pack = "custom_nodes." + file.split('/')[-3]
entry_id, entry = self._create_entry(file, Source.custom_node, node_pack)
subgraphs_dict[entry_id] = entry
self.cached_custom_node_subgraphs = subgraphs_dict
return subgraphs_dict
async def get_blueprint_subgraphs(self, force_reload=False):
"""Load subgraphs from the blueprints directory."""
if not force_reload and self.cached_blueprint_subgraphs is not None:
return self.cached_blueprint_subgraphs
subgraphs_dict: dict[SubgraphEntry] = {}
blueprints_dir = os.path.join(os.path.dirname(os.path.dirname(__file__)), 'blueprints')
if os.path.exists(blueprints_dir):
for file in glob.glob(os.path.join(blueprints_dir, "*.json")):
file = file.replace('\\', '/')
entry_id, entry = self._create_entry(file, Source.templates, "comfyui")
subgraphs_dict[entry_id] = entry
self.cached_blueprint_subgraphs = subgraphs_dict
return subgraphs_dict
async def get_all_subgraphs(self, loadedModules, force_reload=False):
"""Get all subgraphs from all sources (custom nodes and blueprints)."""
custom_node_subgraphs = await self.get_custom_node_subgraphs(loadedModules, force_reload)
blueprint_subgraphs = await self.get_blueprint_subgraphs(force_reload)
return {**custom_node_subgraphs, **blueprint_subgraphs}
async def get_subgraph(self, id: str, loadedModules):
"""Get a specific subgraph by ID from any source."""
entry = (await self.get_all_subgraphs(loadedModules)).get(id)
if entry is not None and entry.get('data') is None:
await self.load_entry_data(entry)
return entry
def add_routes(self, routes, loadedModules):
@routes.get("/global_subgraphs")
async def get_global_subgraphs(request):
subgraphs_dict = await self.get_all_subgraphs(loadedModules)
return web.json_response(await self.sanitize_entries(subgraphs_dict, remove_data=True))
@routes.get("/global_subgraphs/{id}")
async def get_global_subgraph(request):
id = request.match_info.get("id", None)
subgraph = await self.get_subgraph(id, loadedModules)
return web.json_response(await self.sanitize_entry(subgraph))
+136 -10
View File
@@ -20,13 +20,15 @@ class FileInfo(TypedDict):
path: str
size: int
modified: int
created: int
def get_file_info(path: str, relative_to: str) -> FileInfo:
return {
"path": os.path.relpath(path, relative_to).replace(os.sep, '/'),
"size": os.path.getsize(path),
"modified": os.path.getmtime(path)
"modified": os.path.getmtime(path),
"created": os.path.getctime(path)
}
@@ -57,6 +59,9 @@ class UserManager():
user = "default"
if args.multi_user and "comfy-user" in request.headers:
user = request.headers["comfy-user"]
# Block System Users (use same error message to prevent probing)
if user.startswith(folder_paths.SYSTEM_USER_PREFIX):
raise KeyError("Unknown user: " + user)
if user not in self.users:
raise KeyError("Unknown user: " + user)
@@ -64,15 +69,16 @@ class UserManager():
return user
def get_request_user_filepath(self, request, file, type="userdata", create_dir=True):
user_directory = folder_paths.get_user_directory()
if type == "userdata":
root_dir = user_directory
root_dir = folder_paths.get_user_directory()
else:
raise KeyError("Unknown filepath type:" + type)
user = self.get_request_user_id(request)
path = user_root = os.path.abspath(os.path.join(root_dir, user))
user_root = folder_paths.get_public_user_directory(user)
if user_root is None:
return None
path = user_root
# prevent leaving /{type}
if os.path.commonpath((root_dir, user_root)) != root_dir:
@@ -99,7 +105,11 @@ class UserManager():
name = name.strip()
if not name:
raise ValueError("username not provided")
if name.startswith(folder_paths.SYSTEM_USER_PREFIX):
raise ValueError("System User prefix not allowed")
user_id = re.sub("[^a-zA-Z0-9-_]+", '-', name)
if user_id.startswith(folder_paths.SYSTEM_USER_PREFIX):
raise ValueError("System User prefix not allowed")
user_id = user_id + "_" + str(uuid.uuid4())
self.users[user_id] = name
@@ -130,7 +140,10 @@ class UserManager():
if username in self.users.values():
return web.json_response({"error": "Duplicate username."}, status=400)
user_id = self.add_user(username)
try:
user_id = self.add_user(username)
except ValueError as e:
return web.json_response({"error": str(e)}, status=400)
return web.json_response(user_id)
@routes.get("/userdata")
@@ -197,6 +210,112 @@ class UserManager():
return web.json_response(results)
@routes.get("/v2/userdata")
async def list_userdata_v2(request):
"""
List files and directories in a user's data directory.
This endpoint provides a structured listing of contents within a specified
subdirectory of the user's data storage.
Query Parameters:
- path (optional): The relative path within the user's data directory
to list. Defaults to the root ('').
Returns:
- 400: If the requested path is invalid, outside the user's data directory, or is not a directory.
- 404: If the requested path does not exist.
- 403: If the user is invalid.
- 500: If there is an error reading the directory contents.
- 200: JSON response containing a list of file and directory objects.
Each object includes:
- name: The name of the file or directory.
- type: 'file' or 'directory'.
- path: The relative path from the user's data root.
- size (for files): The size in bytes.
- modified (for files): The last modified timestamp (Unix epoch).
"""
requested_rel_path = request.rel_url.query.get('path', '')
# URL-decode the path parameter
try:
requested_rel_path = parse.unquote(requested_rel_path)
except Exception as e:
logging.warning(f"Failed to decode path parameter: {requested_rel_path}, Error: {e}")
return web.Response(status=400, text="Invalid characters in path parameter")
# Check user validity and get the absolute path for the requested directory
try:
base_user_path = self.get_request_user_filepath(request, None, create_dir=False)
if requested_rel_path:
target_abs_path = self.get_request_user_filepath(request, requested_rel_path, create_dir=False)
else:
target_abs_path = base_user_path
except KeyError as e:
# Invalid user detected by get_request_user_id inside get_request_user_filepath
logging.warning(f"Access denied for user: {e}")
return web.Response(status=403, text="Invalid user specified in request")
if not target_abs_path:
# Path traversal or other issue detected by get_request_user_filepath
return web.Response(status=400, text="Invalid path requested")
# Handle cases where the user directory or target path doesn't exist
if not os.path.exists(target_abs_path):
# Check if it's the base user directory that's missing (new user case)
if target_abs_path == base_user_path:
# It's okay if the base user directory doesn't exist yet, return empty list
return web.json_response([])
else:
# A specific subdirectory was requested but doesn't exist
return web.Response(status=404, text="Requested path not found")
if not os.path.isdir(target_abs_path):
return web.Response(status=400, text="Requested path is not a directory")
results = []
try:
for root, dirs, files in os.walk(target_abs_path, topdown=True):
# Process directories
for dir_name in dirs:
dir_path = os.path.join(root, dir_name)
rel_path = os.path.relpath(dir_path, base_user_path).replace(os.sep, '/')
results.append({
"name": dir_name,
"path": rel_path,
"type": "directory"
})
# Process files
for file_name in files:
file_path = os.path.join(root, file_name)
rel_path = os.path.relpath(file_path, base_user_path).replace(os.sep, '/')
entry_info = {
"name": file_name,
"path": rel_path,
"type": "file"
}
try:
stats = os.stat(file_path) # Use os.stat for potentially better performance with os.walk
entry_info["size"] = stats.st_size
entry_info["modified"] = stats.st_mtime
except OSError as stat_error:
logging.warning(f"Could not stat file {file_path}: {stat_error}")
pass # Include file with available info
results.append(entry_info)
except OSError as e:
logging.error(f"Error listing directory {target_abs_path}: {e}")
return web.Response(status=500, text="Error reading directory contents")
# Sort results alphabetically, directories first then files
results.sort(key=lambda x: (x['type'] != 'directory', x['name'].lower()))
return web.json_response(results)
def get_user_data_path(request, check_exists = False, param = "file"):
file = request.match_info.get(param, None)
if not file:
@@ -255,10 +374,17 @@ class UserManager():
if not overwrite and os.path.exists(path):
return web.Response(status=409, text="File already exists")
body = await request.read()
try:
body = await request.read()
with open(path, "wb") as f:
f.write(body)
with open(path, "wb") as f:
f.write(body)
except OSError as e:
logging.warning(f"Error saving file '{path}': {e}")
return web.Response(
status=400,
reason="Invalid filename. Please avoid special characters like :\\/*?\"<>|"
)
user_path = self.get_request_user_filepath(request, None)
if full_info:
@@ -309,7 +435,7 @@ class UserManager():
return source
dest = get_user_data_path(request, check_exists=False, param="dest")
if not isinstance(source, str):
if not isinstance(dest, str):
return dest
overwrite = request.query.get("overwrite", 'true') != "false"
@@ -0,0 +1,44 @@
#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform float u_float0; // Brightness slider -100..100
uniform float u_float1; // Contrast slider -100..100
in vec2 v_texCoord;
out vec4 fragColor;
const float MID_GRAY = 0.18; // 18% reflectance
// sRGB gamma 2.2 approximation
vec3 srgbToLinear(vec3 c) {
return pow(max(c, 0.0), vec3(2.2));
}
vec3 linearToSrgb(vec3 c) {
return pow(max(c, 0.0), vec3(1.0/2.2));
}
float mapBrightness(float b) {
return clamp(b / 100.0, -1.0, 1.0);
}
float mapContrast(float c) {
return clamp(c / 100.0 + 1.0, 0.0, 2.0);
}
void main() {
vec4 orig = texture(u_image0, v_texCoord);
float brightness = mapBrightness(u_float0);
float contrast = mapContrast(u_float1);
vec3 lin = srgbToLinear(orig.rgb);
lin = (lin - MID_GRAY) * contrast + brightness + MID_GRAY;
// Convert back to sRGB
vec3 result = linearToSrgb(clamp(lin, 0.0, 1.0));
fragColor = vec4(result, orig.a);
}
@@ -0,0 +1,72 @@
#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform vec2 u_resolution;
uniform int u_int0; // Mode
uniform float u_float0; // Amount (0 to 100)
in vec2 v_texCoord;
out vec4 fragColor;
const int MODE_LINEAR = 0;
const int MODE_RADIAL = 1;
const int MODE_BARREL = 2;
const int MODE_SWIRL = 3;
const int MODE_DIAGONAL = 4;
const float AMOUNT_SCALE = 0.0005;
const float RADIAL_MULT = 4.0;
const float BARREL_MULT = 8.0;
const float INV_SQRT2 = 0.70710678118;
void main() {
vec2 uv = v_texCoord;
vec4 original = texture(u_image0, uv);
float amount = u_float0 * AMOUNT_SCALE;
if (amount < 0.000001) {
fragColor = original;
return;
}
// Aspect-corrected coordinates for circular effects
float aspect = u_resolution.x / u_resolution.y;
vec2 centered = uv - 0.5;
vec2 corrected = vec2(centered.x * aspect, centered.y);
float r = length(corrected);
vec2 dir = r > 0.0001 ? corrected / r : vec2(0.0);
vec2 offset = vec2(0.0);
if (u_int0 == MODE_LINEAR) {
// Horizontal shift (no aspect correction needed)
offset = vec2(amount, 0.0);
}
else if (u_int0 == MODE_RADIAL) {
// Outward from center, stronger at edges
offset = dir * r * amount * RADIAL_MULT;
offset.x /= aspect; // Convert back to UV space
}
else if (u_int0 == MODE_BARREL) {
// Lens distortion simulation (r² falloff)
offset = dir * r * r * amount * BARREL_MULT;
offset.x /= aspect; // Convert back to UV space
}
else if (u_int0 == MODE_SWIRL) {
// Perpendicular to radial (rotational aberration)
vec2 perp = vec2(-dir.y, dir.x);
offset = perp * r * amount * RADIAL_MULT;
offset.x /= aspect; // Convert back to UV space
}
else if (u_int0 == MODE_DIAGONAL) {
// 45° offset (no aspect correction needed)
offset = vec2(amount, amount) * INV_SQRT2;
}
float red = texture(u_image0, uv + offset).r;
float green = original.g;
float blue = texture(u_image0, uv - offset).b;
fragColor = vec4(red, green, blue, original.a);
}
+78
View File
@@ -0,0 +1,78 @@
#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform float u_float0; // temperature (-100 to 100)
uniform float u_float1; // tint (-100 to 100)
uniform float u_float2; // vibrance (-100 to 100)
uniform float u_float3; // saturation (-100 to 100)
in vec2 v_texCoord;
out vec4 fragColor;
const float INPUT_SCALE = 0.01;
const float TEMP_TINT_PRIMARY = 0.3;
const float TEMP_TINT_SECONDARY = 0.15;
const float VIBRANCE_BOOST = 2.0;
const float SATURATION_BOOST = 2.0;
const float SKIN_PROTECTION = 0.5;
const float EPSILON = 0.001;
const vec3 LUMA_WEIGHTS = vec3(0.299, 0.587, 0.114);
void main() {
vec4 tex = texture(u_image0, v_texCoord);
vec3 color = tex.rgb;
// Scale inputs: -100/100 → -1/1
float temperature = u_float0 * INPUT_SCALE;
float tint = u_float1 * INPUT_SCALE;
float vibrance = u_float2 * INPUT_SCALE;
float saturation = u_float3 * INPUT_SCALE;
// Temperature (warm/cool): positive = warm, negative = cool
color.r += temperature * TEMP_TINT_PRIMARY;
color.b -= temperature * TEMP_TINT_PRIMARY;
// Tint (green/magenta): positive = green, negative = magenta
color.g += tint * TEMP_TINT_PRIMARY;
color.r -= tint * TEMP_TINT_SECONDARY;
color.b -= tint * TEMP_TINT_SECONDARY;
// Single clamp after temperature/tint
color = clamp(color, 0.0, 1.0);
// Vibrance with skin protection
if (vibrance != 0.0) {
float maxC = max(color.r, max(color.g, color.b));
float minC = min(color.r, min(color.g, color.b));
float sat = maxC - minC;
float gray = dot(color, LUMA_WEIGHTS);
if (vibrance < 0.0) {
// Desaturate: -100 → gray
color = mix(vec3(gray), color, 1.0 + vibrance);
} else {
// Boost less saturated colors more
float vibranceAmt = vibrance * (1.0 - sat);
// Branchless skin tone protection
float isWarmTone = step(color.b, color.g) * step(color.g, color.r);
float warmth = (color.r - color.b) / max(maxC, EPSILON);
float skinTone = isWarmTone * warmth * sat * (1.0 - sat);
vibranceAmt *= (1.0 - skinTone * SKIN_PROTECTION);
color = mix(vec3(gray), color, 1.0 + vibranceAmt * VIBRANCE_BOOST);
}
}
// Saturation
if (saturation != 0.0) {
float gray = dot(color, LUMA_WEIGHTS);
float satMix = saturation < 0.0
? 1.0 + saturation // -100 → gray
: 1.0 + saturation * SATURATION_BOOST; // +100 → 3x boost
color = mix(vec3(gray), color, satMix);
}
fragColor = vec4(clamp(color, 0.0, 1.0), tex.a);
}
@@ -0,0 +1,94 @@
#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform float u_float0; // Blur radius (020, default ~5)
uniform float u_float1; // Edge threshold (0100, default ~30)
uniform int u_int0; // Step size (0/1 = every pixel, 2+ = skip pixels)
in vec2 v_texCoord;
out vec4 fragColor;
const int MAX_RADIUS = 20;
const float EPSILON = 0.0001;
// Perceptual luminance
float getLuminance(vec3 rgb) {
return dot(rgb, vec3(0.299, 0.587, 0.114));
}
vec4 bilateralFilter(vec2 uv, vec2 texelSize, int radius,
float sigmaSpatial, float sigmaColor)
{
vec4 center = texture(u_image0, uv);
vec3 centerRGB = center.rgb;
float invSpatial2 = -0.5 / (sigmaSpatial * sigmaSpatial);
float invColor2 = -0.5 / (sigmaColor * sigmaColor + EPSILON);
vec3 sumRGB = vec3(0.0);
float sumWeight = 0.0;
int step = max(u_int0, 1);
float radius2 = float(radius * radius);
for (int dy = -MAX_RADIUS; dy <= MAX_RADIUS; dy++) {
if (dy < -radius || dy > radius) continue;
if (abs(dy) % step != 0) continue;
for (int dx = -MAX_RADIUS; dx <= MAX_RADIUS; dx++) {
if (dx < -radius || dx > radius) continue;
if (abs(dx) % step != 0) continue;
vec2 offset = vec2(float(dx), float(dy));
float dist2 = dot(offset, offset);
if (dist2 > radius2) continue;
vec3 sampleRGB = texture(u_image0, uv + offset * texelSize).rgb;
// Spatial Gaussian
float spatialWeight = exp(dist2 * invSpatial2);
// Perceptual color distance (weighted RGB)
vec3 diff = sampleRGB - centerRGB;
float colorDist = dot(diff * diff, vec3(0.299, 0.587, 0.114));
float colorWeight = exp(colorDist * invColor2);
float w = spatialWeight * colorWeight;
sumRGB += sampleRGB * w;
sumWeight += w;
}
}
vec3 resultRGB = sumRGB / max(sumWeight, EPSILON);
return vec4(resultRGB, center.a); // preserve center alpha
}
void main() {
vec2 texelSize = 1.0 / vec2(textureSize(u_image0, 0));
float radiusF = clamp(u_float0, 0.0, float(MAX_RADIUS));
int radius = int(radiusF + 0.5);
if (radius == 0) {
fragColor = texture(u_image0, v_texCoord);
return;
}
// Edge threshold → color sigma
// Squared curve for better low-end control
float t = clamp(u_float1, 0.0, 100.0) / 100.0;
t *= t;
float sigmaColor = mix(0.01, 0.5, t);
// Spatial sigma tied to radius
float sigmaSpatial = max(radiusF * 0.75, 0.5);
fragColor = bilateralFilter(
v_texCoord,
texelSize,
radius,
sigmaSpatial,
sigmaColor
);
}
+124
View File
@@ -0,0 +1,124 @@
#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform vec2 u_resolution;
uniform float u_float0; // grain amount [0.0 1.0] typical: 0.20.8
uniform float u_float1; // grain size [0.3 3.0] lower = finer grain
uniform float u_float2; // color amount [0.0 1.0] 0 = monochrome, 1 = RGB grain
uniform float u_float3; // luminance bias [0.0 1.0] 0 = uniform, 1 = shadows only
uniform int u_int0; // noise mode [0 or 1] 0 = smooth, 1 = grainy
in vec2 v_texCoord;
layout(location = 0) out vec4 fragColor0;
// High-quality integer hash (pcg-like)
uint pcg(uint v) {
uint state = v * 747796405u + 2891336453u;
uint word = ((state >> ((state >> 28u) + 4u)) ^ state) * 277803737u;
return (word >> 22u) ^ word;
}
// 2D -> 1D hash input
uint hash2d(uvec2 p) {
return pcg(p.x + pcg(p.y));
}
// Hash to float [0, 1]
float hashf(uvec2 p) {
return float(hash2d(p)) / float(0xffffffffu);
}
// Hash to float with offset (for RGB channels)
float hashf(uvec2 p, uint offset) {
return float(pcg(hash2d(p) + offset)) / float(0xffffffffu);
}
// Convert uniform [0,1] to roughly Gaussian distribution
// Using simple approximation: average of multiple samples
float toGaussian(uvec2 p) {
float sum = hashf(p, 0u) + hashf(p, 1u) + hashf(p, 2u) + hashf(p, 3u);
return (sum - 2.0) * 0.7; // Centered, scaled
}
float toGaussian(uvec2 p, uint offset) {
float sum = hashf(p, offset) + hashf(p, offset + 1u)
+ hashf(p, offset + 2u) + hashf(p, offset + 3u);
return (sum - 2.0) * 0.7;
}
// Smooth noise with better interpolation
float smoothNoise(vec2 p) {
vec2 i = floor(p);
vec2 f = fract(p);
// Quintic interpolation (less banding than cubic)
f = f * f * f * (f * (f * 6.0 - 15.0) + 10.0);
uvec2 ui = uvec2(i);
float a = toGaussian(ui);
float b = toGaussian(ui + uvec2(1u, 0u));
float c = toGaussian(ui + uvec2(0u, 1u));
float d = toGaussian(ui + uvec2(1u, 1u));
return mix(mix(a, b, f.x), mix(c, d, f.x), f.y);
}
float smoothNoise(vec2 p, uint offset) {
vec2 i = floor(p);
vec2 f = fract(p);
f = f * f * f * (f * (f * 6.0 - 15.0) + 10.0);
uvec2 ui = uvec2(i);
float a = toGaussian(ui, offset);
float b = toGaussian(ui + uvec2(1u, 0u), offset);
float c = toGaussian(ui + uvec2(0u, 1u), offset);
float d = toGaussian(ui + uvec2(1u, 1u), offset);
return mix(mix(a, b, f.x), mix(c, d, f.x), f.y);
}
void main() {
vec4 color = texture(u_image0, v_texCoord);
// Luminance (Rec.709)
float luma = dot(color.rgb, vec3(0.2126, 0.7152, 0.0722));
// Grain UV (resolution-independent)
vec2 grainUV = v_texCoord * u_resolution / max(u_float1, 0.01);
uvec2 grainPixel = uvec2(grainUV);
float g;
vec3 grainRGB;
if (u_int0 == 1) {
// Grainy mode: pure hash noise (no interpolation = no banding)
g = toGaussian(grainPixel);
grainRGB = vec3(
toGaussian(grainPixel, 100u),
toGaussian(grainPixel, 200u),
toGaussian(grainPixel, 300u)
);
} else {
// Smooth mode: interpolated with quintic curve
g = smoothNoise(grainUV);
grainRGB = vec3(
smoothNoise(grainUV, 100u),
smoothNoise(grainUV, 200u),
smoothNoise(grainUV, 300u)
);
}
// Luminance weighting (less grain in highlights)
float lumWeight = mix(1.0, 1.0 - luma, clamp(u_float3, 0.0, 1.0));
// Strength
float strength = u_float0 * 0.15;
// Color vs monochrome grain
vec3 grainColor = mix(vec3(g), grainRGB, clamp(u_float2, 0.0, 1.0));
color.rgb += grainColor * strength * lumWeight;
fragColor0 = vec4(clamp(color.rgb, 0.0, 1.0), color.a);
}
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#version 300 es
precision mediump float;
uniform sampler2D u_image0;
uniform vec2 u_resolution;
uniform int u_int0; // Blend mode
uniform int u_int1; // Color tint
uniform float u_float0; // Intensity
uniform float u_float1; // Radius
uniform float u_float2; // Threshold
in vec2 v_texCoord;
out vec4 fragColor;
const int BLEND_ADD = 0;
const int BLEND_SCREEN = 1;
const int BLEND_SOFT = 2;
const int BLEND_OVERLAY = 3;
const int BLEND_LIGHTEN = 4;
const float GOLDEN_ANGLE = 2.39996323;
const int MAX_SAMPLES = 48;
const vec3 LUMA = vec3(0.299, 0.587, 0.114);
float hash(vec2 p) {
p = fract(p * vec2(123.34, 456.21));
p += dot(p, p + 45.32);
return fract(p.x * p.y);
}
vec3 hexToRgb(int h) {
return vec3(
float((h >> 16) & 255),
float((h >> 8) & 255),
float(h & 255)
) * (1.0 / 255.0);
}
vec3 blend(vec3 base, vec3 glow, int mode) {
if (mode == BLEND_SCREEN) {
return 1.0 - (1.0 - base) * (1.0 - glow);
}
if (mode == BLEND_SOFT) {
return mix(
base - (1.0 - 2.0 * glow) * base * (1.0 - base),
base + (2.0 * glow - 1.0) * (sqrt(base) - base),
step(0.5, glow)
);
}
if (mode == BLEND_OVERLAY) {
return mix(
2.0 * base * glow,
1.0 - 2.0 * (1.0 - base) * (1.0 - glow),
step(0.5, base)
);
}
if (mode == BLEND_LIGHTEN) {
return max(base, glow);
}
return base + glow;
}
void main() {
vec4 original = texture(u_image0, v_texCoord);
float intensity = u_float0 * 0.05;
float radius = u_float1 * u_float1 * 0.012;
if (intensity < 0.001 || radius < 0.1) {
fragColor = original;
return;
}
float threshold = 1.0 - u_float2 * 0.01;
float t0 = threshold - 0.15;
float t1 = threshold + 0.15;
vec2 texelSize = 1.0 / u_resolution;
float radius2 = radius * radius;
float sampleScale = clamp(radius * 0.75, 0.35, 1.0);
int samples = int(float(MAX_SAMPLES) * sampleScale);
float noise = hash(gl_FragCoord.xy);
float angleOffset = noise * GOLDEN_ANGLE;
float radiusJitter = 0.85 + noise * 0.3;
float ca = cos(GOLDEN_ANGLE);
float sa = sin(GOLDEN_ANGLE);
vec2 dir = vec2(cos(angleOffset), sin(angleOffset));
vec3 glow = vec3(0.0);
float totalWeight = 0.0;
// Center tap
float centerMask = smoothstep(t0, t1, dot(original.rgb, LUMA));
glow += original.rgb * centerMask * 2.0;
totalWeight += 2.0;
for (int i = 1; i < MAX_SAMPLES; i++) {
if (i >= samples) break;
float fi = float(i);
float dist = sqrt(fi / float(samples)) * radius * radiusJitter;
vec2 offset = dir * dist * texelSize;
vec3 c = texture(u_image0, v_texCoord + offset).rgb;
float mask = smoothstep(t0, t1, dot(c, LUMA));
float w = 1.0 - (dist * dist) / (radius2 * 1.5);
w = max(w, 0.0);
w *= w;
glow += c * mask * w;
totalWeight += w;
dir = vec2(
dir.x * ca - dir.y * sa,
dir.x * sa + dir.y * ca
);
}
glow *= intensity / max(totalWeight, 0.001);
if (u_int1 > 0) {
glow *= hexToRgb(u_int1);
}
vec3 result = blend(original.rgb, glow, u_int0);
result += (noise - 0.5) * (1.0 / 255.0);
fragColor = vec4(clamp(result, 0.0, 1.0), original.a);
}
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#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform int u_int0; // Mode: 0=Master, 1=Reds, 2=Yellows, 3=Greens, 4=Cyans, 5=Blues, 6=Magentas, 7=Colorize
uniform int u_int1; // Color Space: 0=HSL, 1=HSB/HSV
uniform float u_float0; // Hue (-180 to 180)
uniform float u_float1; // Saturation (-100 to 100)
uniform float u_float2; // Lightness/Brightness (-100 to 100)
uniform float u_float3; // Overlap (0 to 100) - feathering between adjacent color ranges
in vec2 v_texCoord;
out vec4 fragColor;
// Color range modes
const int MODE_MASTER = 0;
const int MODE_RED = 1;
const int MODE_YELLOW = 2;
const int MODE_GREEN = 3;
const int MODE_CYAN = 4;
const int MODE_BLUE = 5;
const int MODE_MAGENTA = 6;
const int MODE_COLORIZE = 7;
// Color space modes
const int COLORSPACE_HSL = 0;
const int COLORSPACE_HSB = 1;
const float EPSILON = 0.0001;
//=============================================================================
// RGB <-> HSL Conversions
//=============================================================================
vec3 rgb2hsl(vec3 c) {
float maxC = max(max(c.r, c.g), c.b);
float minC = min(min(c.r, c.g), c.b);
float delta = maxC - minC;
float h = 0.0;
float s = 0.0;
float l = (maxC + minC) * 0.5;
if (delta > EPSILON) {
s = l < 0.5
? delta / (maxC + minC)
: delta / (2.0 - maxC - minC);
if (maxC == c.r) {
h = (c.g - c.b) / delta + (c.g < c.b ? 6.0 : 0.0);
} else if (maxC == c.g) {
h = (c.b - c.r) / delta + 2.0;
} else {
h = (c.r - c.g) / delta + 4.0;
}
h /= 6.0;
}
return vec3(h, s, l);
}
float hue2rgb(float p, float q, float t) {
t = fract(t);
if (t < 1.0/6.0) return p + (q - p) * 6.0 * t;
if (t < 0.5) return q;
if (t < 2.0/3.0) return p + (q - p) * (2.0/3.0 - t) * 6.0;
return p;
}
vec3 hsl2rgb(vec3 hsl) {
if (hsl.y < EPSILON) return vec3(hsl.z);
float q = hsl.z < 0.5
? hsl.z * (1.0 + hsl.y)
: hsl.z + hsl.y - hsl.z * hsl.y;
float p = 2.0 * hsl.z - q;
return vec3(
hue2rgb(p, q, hsl.x + 1.0/3.0),
hue2rgb(p, q, hsl.x),
hue2rgb(p, q, hsl.x - 1.0/3.0)
);
}
vec3 rgb2hsb(vec3 c) {
float maxC = max(max(c.r, c.g), c.b);
float minC = min(min(c.r, c.g), c.b);
float delta = maxC - minC;
float h = 0.0;
float s = (maxC > EPSILON) ? delta / maxC : 0.0;
float b = maxC;
if (delta > EPSILON) {
if (maxC == c.r) {
h = (c.g - c.b) / delta + (c.g < c.b ? 6.0 : 0.0);
} else if (maxC == c.g) {
h = (c.b - c.r) / delta + 2.0;
} else {
h = (c.r - c.g) / delta + 4.0;
}
h /= 6.0;
}
return vec3(h, s, b);
}
vec3 hsb2rgb(vec3 hsb) {
vec3 rgb = clamp(abs(mod(hsb.x * 6.0 + vec3(0.0, 4.0, 2.0), 6.0) - 3.0) - 1.0, 0.0, 1.0);
return hsb.z * mix(vec3(1.0), rgb, hsb.y);
}
//=============================================================================
// Color Range Weight Calculation
//=============================================================================
float hueDistance(float a, float b) {
float d = abs(a - b);
return min(d, 1.0 - d);
}
float getHueWeight(float hue, float center, float overlap) {
float baseWidth = 1.0 / 6.0;
float feather = baseWidth * overlap;
float d = hueDistance(hue, center);
float inner = baseWidth * 0.5;
float outer = inner + feather;
return 1.0 - smoothstep(inner, outer, d);
}
float getModeWeight(float hue, int mode, float overlap) {
if (mode == MODE_MASTER || mode == MODE_COLORIZE) return 1.0;
if (mode == MODE_RED) {
return max(
getHueWeight(hue, 0.0, overlap),
getHueWeight(hue, 1.0, overlap)
);
}
float center = float(mode - 1) / 6.0;
return getHueWeight(hue, center, overlap);
}
//=============================================================================
// Adjustment Functions
//=============================================================================
float adjustLightness(float l, float amount) {
return amount > 0.0
? l + (1.0 - l) * amount
: l + l * amount;
}
float adjustBrightness(float b, float amount) {
return clamp(b + amount, 0.0, 1.0);
}
float adjustSaturation(float s, float amount) {
return amount > 0.0
? s + (1.0 - s) * amount
: s + s * amount;
}
vec3 colorize(vec3 rgb, float hue, float sat, float light) {
float lum = dot(rgb, vec3(0.299, 0.587, 0.114));
float l = adjustLightness(lum, light);
vec3 hsl = vec3(fract(hue), clamp(sat, 0.0, 1.0), clamp(l, 0.0, 1.0));
return hsl2rgb(hsl);
}
//=============================================================================
// Main
//=============================================================================
void main() {
vec4 original = texture(u_image0, v_texCoord);
float hueShift = u_float0 / 360.0; // -180..180 -> -0.5..0.5
float satAmount = u_float1 / 100.0; // -100..100 -> -1..1
float lightAmount= u_float2 / 100.0; // -100..100 -> -1..1
float overlap = u_float3 / 100.0; // 0..100 -> 0..1
vec3 result;
if (u_int0 == MODE_COLORIZE) {
result = colorize(original.rgb, hueShift, satAmount, lightAmount);
fragColor = vec4(result, original.a);
return;
}
vec3 hsx = (u_int1 == COLORSPACE_HSL)
? rgb2hsl(original.rgb)
: rgb2hsb(original.rgb);
float weight = getModeWeight(hsx.x, u_int0, overlap);
if (u_int0 != MODE_MASTER && hsx.y < EPSILON) {
weight = 0.0;
}
if (weight > EPSILON) {
float h = fract(hsx.x + hueShift * weight);
float s = clamp(adjustSaturation(hsx.y, satAmount * weight), 0.0, 1.0);
float v = (u_int1 == COLORSPACE_HSL)
? clamp(adjustLightness(hsx.z, lightAmount * weight), 0.0, 1.0)
: clamp(adjustBrightness(hsx.z, lightAmount * weight), 0.0, 1.0);
vec3 adjusted = vec3(h, s, v);
result = (u_int1 == COLORSPACE_HSL)
? hsl2rgb(adjusted)
: hsb2rgb(adjusted);
} else {
result = original.rgb;
}
fragColor = vec4(result, original.a);
}
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#version 300 es
#pragma passes 2
precision highp float;
// Blur type constants
const int BLUR_GAUSSIAN = 0;
const int BLUR_BOX = 1;
const int BLUR_RADIAL = 2;
// Radial blur config
const int RADIAL_SAMPLES = 12;
const float RADIAL_STRENGTH = 0.0003;
uniform sampler2D u_image0;
uniform vec2 u_resolution;
uniform int u_int0; // Blur type (BLUR_GAUSSIAN, BLUR_BOX, BLUR_RADIAL)
uniform float u_float0; // Blur radius/amount
uniform int u_pass; // Pass index (0 = horizontal, 1 = vertical)
in vec2 v_texCoord;
layout(location = 0) out vec4 fragColor0;
float gaussian(float x, float sigma) {
return exp(-(x * x) / (2.0 * sigma * sigma));
}
void main() {
vec2 texelSize = 1.0 / u_resolution;
float radius = max(u_float0, 0.0);
// Radial (angular) blur - single pass, doesn't use separable
if (u_int0 == BLUR_RADIAL) {
// Only execute on first pass
if (u_pass > 0) {
fragColor0 = texture(u_image0, v_texCoord);
return;
}
vec2 center = vec2(0.5);
vec2 dir = v_texCoord - center;
float dist = length(dir);
if (dist < 1e-4) {
fragColor0 = texture(u_image0, v_texCoord);
return;
}
vec4 sum = vec4(0.0);
float totalWeight = 0.0;
float angleStep = radius * RADIAL_STRENGTH;
dir /= dist;
float cosStep = cos(angleStep);
float sinStep = sin(angleStep);
float negAngle = -float(RADIAL_SAMPLES) * angleStep;
vec2 rotDir = vec2(
dir.x * cos(negAngle) - dir.y * sin(negAngle),
dir.x * sin(negAngle) + dir.y * cos(negAngle)
);
for (int i = -RADIAL_SAMPLES; i <= RADIAL_SAMPLES; i++) {
vec2 uv = center + rotDir * dist;
float w = 1.0 - abs(float(i)) / float(RADIAL_SAMPLES);
sum += texture(u_image0, uv) * w;
totalWeight += w;
rotDir = vec2(
rotDir.x * cosStep - rotDir.y * sinStep,
rotDir.x * sinStep + rotDir.y * cosStep
);
}
fragColor0 = sum / max(totalWeight, 0.001);
return;
}
// Separable Gaussian / Box blur
int samples = int(ceil(radius));
if (samples == 0) {
fragColor0 = texture(u_image0, v_texCoord);
return;
}
// Direction: pass 0 = horizontal, pass 1 = vertical
vec2 dir = (u_pass == 0) ? vec2(1.0, 0.0) : vec2(0.0, 1.0);
vec4 color = vec4(0.0);
float totalWeight = 0.0;
float sigma = radius / 2.0;
for (int i = -samples; i <= samples; i++) {
vec2 offset = dir * float(i) * texelSize;
vec4 sample_color = texture(u_image0, v_texCoord + offset);
float weight;
if (u_int0 == BLUR_GAUSSIAN) {
weight = gaussian(float(i), sigma);
} else {
// BLUR_BOX
weight = 1.0;
}
color += sample_color * weight;
totalWeight += weight;
}
fragColor0 = color / totalWeight;
}
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#version 300 es
precision highp float;
uniform sampler2D u_image0;
in vec2 v_texCoord;
layout(location = 0) out vec4 fragColor0;
layout(location = 1) out vec4 fragColor1;
layout(location = 2) out vec4 fragColor2;
layout(location = 3) out vec4 fragColor3;
void main() {
vec4 color = texture(u_image0, v_texCoord);
// Output each channel as grayscale to separate render targets
fragColor0 = vec4(vec3(color.r), 1.0); // Red channel
fragColor1 = vec4(vec3(color.g), 1.0); // Green channel
fragColor2 = vec4(vec3(color.b), 1.0); // Blue channel
fragColor3 = vec4(vec3(color.a), 1.0); // Alpha channel
}
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#version 300 es
precision highp float;
// Levels Adjustment
// u_int0: channel (0=RGB, 1=R, 2=G, 3=B) default: 0
// u_float0: input black (0-255) default: 0
// u_float1: input white (0-255) default: 255
// u_float2: gamma (0.01-9.99) default: 1.0
// u_float3: output black (0-255) default: 0
// u_float4: output white (0-255) default: 255
uniform sampler2D u_image0;
uniform int u_int0;
uniform float u_float0;
uniform float u_float1;
uniform float u_float2;
uniform float u_float3;
uniform float u_float4;
in vec2 v_texCoord;
out vec4 fragColor;
vec3 applyLevels(vec3 color, float inBlack, float inWhite, float gamma, float outBlack, float outWhite) {
float inRange = max(inWhite - inBlack, 0.0001);
vec3 result = clamp((color - inBlack) / inRange, 0.0, 1.0);
result = pow(result, vec3(1.0 / gamma));
result = mix(vec3(outBlack), vec3(outWhite), result);
return result;
}
float applySingleChannel(float value, float inBlack, float inWhite, float gamma, float outBlack, float outWhite) {
float inRange = max(inWhite - inBlack, 0.0001);
float result = clamp((value - inBlack) / inRange, 0.0, 1.0);
result = pow(result, 1.0 / gamma);
result = mix(outBlack, outWhite, result);
return result;
}
void main() {
vec4 texColor = texture(u_image0, v_texCoord);
vec3 color = texColor.rgb;
float inBlack = u_float0 / 255.0;
float inWhite = u_float1 / 255.0;
float gamma = u_float2;
float outBlack = u_float3 / 255.0;
float outWhite = u_float4 / 255.0;
vec3 result;
if (u_int0 == 0) {
result = applyLevels(color, inBlack, inWhite, gamma, outBlack, outWhite);
}
else if (u_int0 == 1) {
result = color;
result.r = applySingleChannel(color.r, inBlack, inWhite, gamma, outBlack, outWhite);
}
else if (u_int0 == 2) {
result = color;
result.g = applySingleChannel(color.g, inBlack, inWhite, gamma, outBlack, outWhite);
}
else if (u_int0 == 3) {
result = color;
result.b = applySingleChannel(color.b, inBlack, inWhite, gamma, outBlack, outWhite);
}
else {
result = color;
}
fragColor = vec4(result, texColor.a);
}
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# GLSL Shader Sources
This folder contains the GLSL fragment shaders extracted from blueprint JSON files for easier editing and version control.
## File Naming Convention
`{Blueprint_Name}_{node_id}.frag`
- **Blueprint_Name**: The JSON filename with spaces/special chars replaced by underscores
- **node_id**: The GLSLShader node ID within the subgraph
## Usage
```bash
# Extract shaders from blueprint JSONs to this folder
python update_blueprints.py extract
# Patch edited shaders back into blueprint JSONs
python update_blueprints.py patch
```
## Workflow
1. Run `extract` to pull current shaders from JSONs
2. Edit `.frag` files
3. Run `patch` to update the blueprint JSONs
4. Test
5. Commit both `.frag` files and updated JSONs
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#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform vec2 u_resolution;
uniform float u_float0; // strength [0.0 2.0] typical: 0.31.0
in vec2 v_texCoord;
layout(location = 0) out vec4 fragColor0;
void main() {
vec2 texel = 1.0 / u_resolution;
// Sample center and neighbors
vec4 center = texture(u_image0, v_texCoord);
vec4 top = texture(u_image0, v_texCoord + vec2( 0.0, -texel.y));
vec4 bottom = texture(u_image0, v_texCoord + vec2( 0.0, texel.y));
vec4 left = texture(u_image0, v_texCoord + vec2(-texel.x, 0.0));
vec4 right = texture(u_image0, v_texCoord + vec2( texel.x, 0.0));
// Edge enhancement (Laplacian)
vec4 edges = center * 4.0 - top - bottom - left - right;
// Add edges back scaled by strength
vec4 sharpened = center + edges * u_float0;
fragColor0 = vec4(clamp(sharpened.rgb, 0.0, 1.0), center.a);
}
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#version 300 es
precision highp float;
uniform sampler2D u_image0;
uniform vec2 u_resolution;
uniform float u_float0; // amount [0.0 - 3.0] typical: 0.5-1.5
uniform float u_float1; // radius [0.5 - 10.0] blur radius in pixels
uniform float u_float2; // threshold [0.0 - 0.1] min difference to sharpen
in vec2 v_texCoord;
layout(location = 0) out vec4 fragColor0;
float gaussian(float x, float sigma) {
return exp(-(x * x) / (2.0 * sigma * sigma));
}
float getLuminance(vec3 color) {
return dot(color, vec3(0.2126, 0.7152, 0.0722));
}
void main() {
vec2 texel = 1.0 / u_resolution;
float radius = max(u_float1, 0.5);
float amount = u_float0;
float threshold = u_float2;
vec4 original = texture(u_image0, v_texCoord);
// Gaussian blur for the "unsharp" mask
int samples = int(ceil(radius));
float sigma = radius / 2.0;
vec4 blurred = vec4(0.0);
float totalWeight = 0.0;
for (int x = -samples; x <= samples; x++) {
for (int y = -samples; y <= samples; y++) {
vec2 offset = vec2(float(x), float(y)) * texel;
vec4 sample_color = texture(u_image0, v_texCoord + offset);
float dist = length(vec2(float(x), float(y)));
float weight = gaussian(dist, sigma);
blurred += sample_color * weight;
totalWeight += weight;
}
}
blurred /= totalWeight;
// Unsharp mask = original - blurred
vec3 mask = original.rgb - blurred.rgb;
// Luminance-based threshold with smooth falloff
float lumaDelta = abs(getLuminance(original.rgb) - getLuminance(blurred.rgb));
float thresholdScale = smoothstep(0.0, threshold, lumaDelta);
mask *= thresholdScale;
// Sharpen: original + mask * amount
vec3 sharpened = original.rgb + mask * amount;
fragColor0 = vec4(clamp(sharpened, 0.0, 1.0), original.a);
}
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#!/usr/bin/env python3
"""
Shader Blueprint Updater
Syncs GLSL shader files between this folder and blueprint JSON files.
File naming convention:
{Blueprint Name}_{node_id}.frag
Usage:
python update_blueprints.py extract # Extract shaders from JSONs to here
python update_blueprints.py patch # Patch shaders back into JSONs
python update_blueprints.py # Same as patch (default)
"""
import json
import logging
import sys
import re
from pathlib import Path
logging.basicConfig(level=logging.INFO, format='%(message)s')
logger = logging.getLogger(__name__)
GLSL_DIR = Path(__file__).parent
BLUEPRINTS_DIR = GLSL_DIR.parent
def get_blueprint_files():
"""Get all blueprint JSON files."""
return sorted(BLUEPRINTS_DIR.glob("*.json"))
def sanitize_filename(name):
"""Convert blueprint name to safe filename."""
return re.sub(r'[^\w\-]', '_', name)
def extract_shaders():
"""Extract all shaders from blueprint JSONs to this folder."""
extracted = 0
for json_path in get_blueprint_files():
blueprint_name = json_path.stem
try:
with open(json_path, 'r') as f:
data = json.load(f)
except (json.JSONDecodeError, IOError) as e:
logger.warning("Skipping %s: %s", json_path.name, e)
continue
# Find GLSLShader nodes in subgraphs
for subgraph in data.get('definitions', {}).get('subgraphs', []):
for node in subgraph.get('nodes', []):
if node.get('type') == 'GLSLShader':
node_id = node.get('id')
widgets = node.get('widgets_values', [])
# Find shader code (first string that looks like GLSL)
for widget in widgets:
if isinstance(widget, str) and widget.startswith('#version'):
safe_name = sanitize_filename(blueprint_name)
frag_name = f"{safe_name}_{node_id}.frag"
frag_path = GLSL_DIR / frag_name
with open(frag_path, 'w') as f:
f.write(widget)
logger.info(" Extracted: %s", frag_name)
extracted += 1
break
logger.info("\nExtracted %d shader(s)", extracted)
def patch_shaders():
"""Patch shaders from this folder back into blueprint JSONs."""
# Build lookup: blueprint_name -> [(node_id, shader_code), ...]
shader_updates = {}
for frag_path in sorted(GLSL_DIR.glob("*.frag")):
# Parse filename: {blueprint_name}_{node_id}.frag
parts = frag_path.stem.rsplit('_', 1)
if len(parts) != 2:
logger.warning("Skipping %s: invalid filename format", frag_path.name)
continue
blueprint_name, node_id_str = parts
try:
node_id = int(node_id_str)
except ValueError:
logger.warning("Skipping %s: invalid node_id", frag_path.name)
continue
with open(frag_path, 'r') as f:
shader_code = f.read()
if blueprint_name not in shader_updates:
shader_updates[blueprint_name] = []
shader_updates[blueprint_name].append((node_id, shader_code))
# Apply updates to JSON files
patched = 0
for json_path in get_blueprint_files():
blueprint_name = sanitize_filename(json_path.stem)
if blueprint_name not in shader_updates:
continue
try:
with open(json_path, 'r') as f:
data = json.load(f)
except (json.JSONDecodeError, IOError) as e:
logger.error("Error reading %s: %s", json_path.name, e)
continue
modified = False
for node_id, shader_code in shader_updates[blueprint_name]:
# Find the node and update
for subgraph in data.get('definitions', {}).get('subgraphs', []):
for node in subgraph.get('nodes', []):
if node.get('id') == node_id and node.get('type') == 'GLSLShader':
widgets = node.get('widgets_values', [])
if len(widgets) > 0 and widgets[0] != shader_code:
widgets[0] = shader_code
modified = True
logger.info(" Patched: %s (node %d)", json_path.name, node_id)
patched += 1
if modified:
with open(json_path, 'w') as f:
json.dump(data, f)
if patched == 0:
logger.info("No changes to apply.")
else:
logger.info("\nPatched %d shader(s)", patched)
def main():
if len(sys.argv) < 2:
command = "patch"
else:
command = sys.argv[1].lower()
if command == "extract":
logger.info("Extracting shaders from blueprints...")
extract_shaders()
elif command in ("patch", "update", "apply"):
logger.info("Patching shaders into blueprints...")
patch_shaders()
else:
logger.info(__doc__)
sys.exit(1)
if __name__ == "__main__":
main()
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