kijai
5b6dfcbe46
Add model wrapper and pass transformer options to attention
2026-07-02 13:40:58 +03:00
huangfeice
a00b731054
Merge remote-tracking branch 'origin/master' into joyimage-edit-pr
2026-07-01 18:38:25 +08:00
huangfeice
e29384be0d
Add JoyImageEditPlus multi-image edit support (unify onto Plus-style forward)
...
JoyImageEditPlus is the multi-image (1-6 reference images) variant of
JoyImageEdit, trained from the same base. Its diffusers transformer shares
byte-identical weight structure with the single-image variant (894 keys, zero
rename) but injects references differently: instead of the single-image
slot-stack (stack refs + noise into a 6D tensor and rotate on the frame dim,
which forces all items to share resolution), each reference is independently
patchified and concatenated on the sequence dim with per-image temporal-offset
3D RoPE, allowing references at different resolutions.
Since the single-image port is not yet upstream, this unifies both variants
onto the Plus-style forward rather than keeping two paths; single-image is now
the ref=1 special case. Verified numerically: at ref=1 with equal resolution
the new path's RoPE is bit-identical to the old slot-stack layout, and the
transformer output matches the diffusers Plus reference (fp32, incl. the
different-resolution case).
ComfyUI runs cond/uncond in one forward with a shared reference configuration,
so the diffusers Plus batched RoPE, padding attention_mask, and dedicated
attention processor are unnecessary here: the unified forward reuses the
existing unbatched _apply_rotary_emb and JoyImageAttention. Confirmed
equivalent to the diffusers batched+mask path for a single sample.
- comfy/ldm/joyimage/model.py: forward takes ref_latents and builds
components=[target, ref0, ...]; per-component patchify + temporal-offset
RoPE; output keeps only the target segment. Old single-grid RoPE removed.
- comfy/model_base.py: JoyImage drops the slot-stack / frame-rotation /
shape-equality path in _apply_model, passing ref_latents straight to the
transformer. Guidance-rescale and the reference_latents requirement are kept.
- comfy/text_encoders/joyimage.py: the image template emits one vision block
per reference (N = image count); N=1 is byte-for-byte the old template.
- comfy_extras/nodes_joyimage.py: add TextEncodeJoyImageEditPlus with optional
image1..image6 inputs, each bucket-resized and VAE-encoded into the
reference_latents list.
Detection, supported_models, and sd.py need no changes: the identical weight
structure routes both variants through image_model="joyimage".
2026-07-01 18:36:43 +08:00
comfyanonymous
dd17debce5
Add some more stuff to AGENTS.md ( #14704 )
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2026-07-01 01:51:51 -04:00
comfyanonymous
50e5270b86
Add AGENTS.md ( #14696 )
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2026-06-30 17:40:33 -04:00
comfyanonymous
bb131be9e8
ComfyUI v0.27.0
2026-06-30 17:36:02 -04:00
Daxiong (Lin)
6fca64780c
chore: update workflow templates to v0.11.1 ( #14698 )
2026-06-30 14:28:09 -07:00
Alexis Rolland
6e11828d10
chore: Update nodes categories ( #14674 )
2026-07-01 05:20:20 +08:00
Alexander Piskun
b70944e710
[Partner Nodes] feat(Google): add Gemini Video Omni node ( #14695 )
2026-06-30 17:17:53 -04:00
Matt Miller
1c59659a2f
feat: make asset hashing opt-in via --enable-asset-hashing, off by default ( #14663 )
...
Add a --enable-asset-hashing CLI flag (action=store_true, default False)
and plumb it into the two asset-seeder call sites in main.py that
previously hardcoded compute_hashes=True (the startup scan and the
post-job output enqueue). Local runs now skip blake3 hashing unless the
user opts in, avoiding the startup/per-output cost on large models
directories while keeping hashing available for asset-portability
features.
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-30 14:13:20 -07:00
comfyanonymous
d395813bcd
Fix memory leak related to int8. ( #14697 )
2026-06-30 14:08:59 -07:00
Alexander Piskun
8fe0243d97
[Partner Nodes] feat(Google): add Nano Banana 2 Lite model ( #14693 )
...
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-30 11:17:23 -07:00
Silver
ba3f697dbb
Add ConditioningMultiply node to nodes.py as an addition to other adj… ( #14686 )
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2026-06-30 16:27:09 +08:00
Comfy Org PR Bot
510ed5c384
Bump comfyui-frontend-package to 1.45.20 ( #14684 )
2026-06-30 16:25:03 +08:00
comfyanonymous
7851410511
Better and faster int8 lora applying. ( #14685 )
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2026-06-29 21:52:08 -04:00
Daxiong (Lin)
a58473fd9b
chore: update embedded docs to v0.5.6 ( #14668 )
...
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Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-29 17:08:06 +08:00
comfyanonymous
79c555ce6b
Fix int8 mm being skipped on offloaded lora weights. ( #14669 )
2026-06-28 23:52:36 -04:00
Matt Miller
f19735759e
ci: add team-gated Cursor review (thin caller for github-workflows) ( #14527 )
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2026-06-27 23:34:30 -07:00
comfyanonymous
a95e461916
int8 support on turing GPUs. ( #14662 )
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2026-06-27 15:53:11 -07:00
pythongosssss
603d891eaf
Update GLSL node to use ANGLE library (CORE-162) ( #13195 )
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2026-06-27 08:40:31 +08:00
comfyanonymous
470ac36a0a
Fix int8 loras causing lower quality requant with wrong settings. ( #14650 )
...
* Update comfy-kitchen
* Support requantizing with same settings as orig quant.
2026-06-26 16:41:29 -07:00
comfyanonymous
7cb784e0f4
Faster int8. ( #14641 )
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2026-06-25 15:25:47 -07:00
comfyanonymous
1a510f0423
Support int8 models. ( #14636 )
2026-06-25 11:23:58 -07:00
Daxiong (Lin)
639c8fa788
chore: update workflow templates to v0.10.7 ( #14632 )
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2026-06-25 23:05:34 +08:00
Alexander Piskun
e22f1500f9
[Partner Nodes] feat(ByteDance): add support for SeeDance-2.0-Mini video model ( #14626 )
...
Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-25 17:57:04 +03:00
Terry Jia
dac4ea3a80
feat: Bounding boxes canvas and Ideogram JSON prompt ( #14537 )
2026-06-25 22:34:09 +08:00
Comfy Org PR Bot
b0ec19804f
chore(openapi): sync shared API contract from cloud@4118910 ( #14619 )
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2026-06-25 13:54:53 +08:00
comfyanonymous
64e1d740b8
Add advanced krea 2 model merging node. ( #14621 )
2026-06-24 20:37:30 -07:00
Yousef R. Gamaleldin
b22d0fb9c0
feat: Add Support For Simple Seed (CORE-295) ( #14616 )
2026-06-25 09:39:10 +08:00
Alexander Piskun
5236cd02e6
[Partner Nodes] feat(ByteDance): add 4K resolution support for SeeDance 2.0 ( #14614 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-24 17:57:46 +03:00
Alexander Piskun
cabb7342d1
[Partner Nodes] feat(Grok): add 1080p resolution to Grok Image node ( #14612 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-24 16:28:56 +03:00
Daxiong (Lin)
12218db68a
Update the template to bring the HH1.1 templates back ( #14613 )
2026-06-24 21:01:25 +08:00
Alexander Piskun
44955d783b
[Partner Nodes] feat(Alibaba): add support for HappyHorse 1.1 model ( #14611 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-24 13:37:28 +03:00
Comfy Org PR Bot
1f275fcba6
chore(openapi): sync shared API contract from cloud@363764b ( #14607 )
2026-06-24 18:22:59 +08:00
comfyanonymous
f6c162ddcf
ComfyUI v0.26.0
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2026-06-23 13:22:28 -04:00
Daxiong (Lin)
261bdb7cac
chore: update workflow templates to v0.10.3 ( #14603 )
2026-06-23 13:06:26 -04:00
Alexander Piskun
4a03056632
[Partner Nodes] revert last 3 PRs: #14597 #14588 #14581 ( #14602 )
2026-06-23 12:49:16 -04:00
Alexander Piskun
0f949d0faf
[Partner Nodes] feat(Grok): add 1080p resolution to Grok Image node ( #14597 )
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2026-06-23 23:38:46 +08:00
Daxiong (Lin)
d0b640fff7
chore: update workflow templates to v0.10.2 ( #14600 )
2026-06-23 23:35:21 +08:00
Alexander Piskun
0ba903bd5b
[Partner Nodes] feat(ByteDance): add 4K resolution support for SeeDance 2.0 ( #14588 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-23 16:18:35 +03:00
Alexander Piskun
0a92ed161e
[Partner Nodes] feat(Alibaba): add support for HappyHorse 1.1 model ( #14581 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-23 13:29:46 +03:00
comfyanonymous
b910f4fa2a
More accurate memory usage factor for krea 2. ( #14594 )
2026-06-23 16:50:48 +08:00
comfyanonymous
833bfb572e
Please try native formats instead of disabling dynamic vram. ( #14577 )
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2026-06-22 21:06:19 -07:00
Jukka Seppänen
2a61015582
feat: Support Krea2 ( #14589 )
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2026-06-22 14:35:00 -07:00
Daxiong (Lin)
6978a466b8
chore: update embedded docs to v0.5.5 ( #14585 )
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2026-06-22 18:29:02 +08:00
Alexis Rolland
b0f9e326af
Add output socket to save nodes ( #13866 )
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2026-06-22 10:15:28 +08:00
comfyanonymous
0d8b7510bd
Update extra model paths example. ( #14570 )
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2026-06-20 19:28:09 -07:00
Alexander Piskun
dc3f8f314a
[Partner Nodes] chore(Google): remove preview versions of models that will be deprecated soon ( #14555 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-20 09:13:37 +03:00
Comfy Org PR Bot
d282ef7201
chore(openapi): sync shared API contract from cloud@1aea581 ( #14562 )
2026-06-20 12:53:10 +08:00
comfyanonymous
e00b55631a
Small anima optimization. ( #14557 )
2026-06-20 08:05:28 +08:00
