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
Alexis Rolland
6e11828d10
chore: Update nodes categories ( #14674 )
2026-07-01 05:20:20 +08:00
pythongosssss
603d891eaf
Update GLSL node to use ANGLE library (CORE-162) ( #13195 )
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2026-06-27 08:40:31 +08:00
Terry Jia
dac4ea3a80
feat: Bounding boxes canvas and Ideogram JSON prompt ( #14537 )
2026-06-25 22:34:09 +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
Alexis Rolland
b0f9e326af
Add output socket to save nodes ( #13866 )
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2026-06-22 10:15:28 +08:00
Alexis Rolland
69d34f2654
Rename a bunch of nodes ( #14547 )
2026-06-20 08:01:28 +08:00
Barish Ozbay
cd77c551d6
feat: Context Windows sampling with LTX2 models and IC-LoRa guides (CORE-3) ( #13325 )
2026-06-20 07:47:31 +08:00
Terry Jia
2ab3816dcf
feat: add Load3DAdvanced node ( #14316 )
2026-06-20 07:06:55 +08:00
Matt Miller
94ee49b161
harden: load training-dataset shards with weights_only=True ( #14543 )
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LoadTrainingDataset was the only torch.load call in the codebase without
weights_only=True; comfy/utils.py and comfy/sd1_clip.py already pass it.
Recent PyTorch defaults to weights_only=True, so this is defense-in-depth
for installs pinned to older PyTorch. Verified a typical shard (latents +
standard conditioning) round-trips cleanly under weights_only=True.
2026-06-18 15:30:57 -04:00
comfyanonymous
52257bb435
Add negative prompt to boogu edit node and set min images to 0. ( #14529 )
2026-06-17 15:42:29 -07:00
Jukka Seppänen
e25c391888
feat: Support Boogu-Image (CORE-308) ( #14523 )
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2026-06-17 14:22:36 -07:00
Jukka Seppänen
a590d60bb1
feat: SCAIL-2 multireference (CORE-310) ( #14509 )
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* SCAIl-2: support multiref
2026-06-17 16:21:23 +03:00
Alexis Rolland
d202707ff2
Update TripoSplat categories ( #14512 )
2026-06-17 21:02:45 +08:00
huangfeice
5260e18cdf
Add JoyImageEdit native model support
...
JoyImageEdit is an image-edit diffusion transformer from JD (jd-opensource),
Apache 2.0. This adds native ComfyUI support so it loads and runs like other
edit models (load checkpoint -> TextEncode + ReferenceLatent -> KSampler ->
VAEDecode), with no diffusers dependency.
Architecture:
- Transformer (comfy/ldm/joyimage/model.py): dual-stream (img/txt) DiT with a
Conv3d patch embed (patch_size [1,2,2]), Wan-style learnable modulation,
and 3D RoPE (rope_dim_list [16,56,56]). All attention goes through
comfy.ldm.modules.attention.optimized_attention.
- Text encoder (comfy/text_encoders/{qwen3_vl,joyimage}.py): a reusable
Qwen3-VL multimodal stack (vision tower + LM) in qwen3_vl.py, plus a thin
JoyImage-specific layer (prompt templates, drop_idx, tokenizer, te() factory)
in joyimage.py that depends on it. text_dim 4096.
- VAE: reuses the existing Wan 2.1 latent format (AutoencoderKLWan), no new
latent format.
- Edit conditioning: reuses the reference_latents mechanism. Reference and
noise latents are stacked on a new n-slot dimension and rotated at the model
boundary (model_base.JoyImage), so the transformer stays 5D-in/5D-out.
Guidance-rescale is built into the CFG path.
Model wiring:
- model_base.JoyImage uses ModelType.FLOW with sampling_settings
multiplier=1000 (the time embedding is trained on t in [0,1000]) and
shift=1.5; FLOW's linear time_snr_shift matches the diffusers
FlowMatchEuler sigma schedule.
- model_detection sniffs the transformer state-dict (double_blocks.*,
condition_embedder.*, 5D img_in Conv3d) to route image_model="joyimage".
- supported_models.JoyImage and the CLIPLoader "joyimage" type register it.
User-facing node TextEncodeJoyImageEdit (comfy_extras/nodes_joyimage.py)
bucket-resizes the input image to the nearest 1024-base bucket, encodes the
prompt with the image, and emits both the conditioning and the bucketed image
so the same pixels feed VAEEncode and the negative encode (JoyImage requires
noise and reference latents to share spatial dims).
2026-06-17 18:53:36 +08:00
Alexis Rolland
ca1622ca24
chore: Update nodes categories (CORE-263) ( #14460 )
2026-06-17 08:33:09 +08:00
Jukka Seppänen
fc964047e7
feat: Support text generation with Qwen3-VL (CORE-276) ( #14298 )
2026-06-17 08:12:44 +08:00
Maksim
d38ea29d62
Add the checkbox to disable head drawing in node SDPoseDrawKeypoints ( #14446 )
2026-06-16 16:21:04 +08:00
Alexis Rolland
a439dcae07
Update nodes titles ( #14417 )
2026-06-16 11:42:00 +08:00
Alexander Piskun
fe54b5e955
Add 10-bit video support ( #14452 )
...
Create Video gets a bit_depth option (8-bit/10-bit); the selected depth is carried by the video and applied when it gets encoded. Save Video and Video Slice now keep the source bit depth instead of always quantizing to 8-bit, so 10-bit videos stay 10-bit. 10-bit uses h264 with the yuv420p10le pixel format,so there's no new codec or container.
Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-13 16:05:25 +03:00
comfyanonymous
10d466b0e3
Don't crash when using flux kv cache with split batches. ( #14422 )
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2026-06-11 16:38:06 -07:00
Jukka Seppänen
b97e60fc6b
Fix SCAIL-2 reference mask background convention ( #14415 )
2026-06-11 16:17:04 +08:00
Kohaku-Blueleaf
f350acdf21
[Trainer/bug] Ensure model is not inference mode (CORE-72) ( #13400 )
...
* Ensure model is not inference mode
* force clone inside training mode to avoid inference tensor
* Allow force deepcopy for model patcher
2026-06-09 23:07:47 -04:00
Talmaj
5ece24e73c
Depth anything 3 (Core-135) ( #13853 )
...
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-10 09:28:24 +08:00
Jukka Seppänen
f8e51b674c
feat: Add Bernini-R model support (Wan video) (CORE-279) ( #14216 )
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2026-06-10 07:47:34 +08:00
Kohaku-Blueleaf
ad564899d3
Ensure conditions are not trainable to avoid bugs ( #14368 )
2026-06-09 15:55:29 -04:00
Alexis Rolland
9fc6f5f6dd
Move bg_removal_model input socket to first position for nicer display ( #14353 )
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2026-06-09 23:36:56 +08:00
Jukka Seppänen
184009c2f6
feat: Add model support for SCAIL-2 ( #14373 )
...
* initial SCAIL2 support
2026-06-09 18:24:09 +03:00
comfyanonymous
00b633f368
Revert "Add SeedVR2 support (CORE-6) ( #14110 )" ( #14359 )
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This reverts commit 7863cf0e53
2026-06-08 18:00:20 -04:00
Silver
a1c434eb65
Improve ResolutionSelector ( #14309 )
2026-06-09 01:05:10 +08:00
Jukka Seppänen
fc258b10e5
Add Color primitive ( #14260 )
2026-06-09 00:30:28 +08:00
John Pollock
7863cf0e53
Add SeedVR2 support (CORE-6) ( #14110 )
2026-06-08 18:15:05 +08:00
Terry Jia
ea36cb16d6
feat(3d): reorder Preview3DAdvanced / PreviewGaussianSplat / PreviewPointCloud inputs and outputs ( #14308 )
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2026-06-05 19:01:57 -07:00
Terry Jia
a65a5464c7
BE-1172 fix(3d): save Preview3DAdvanced / PreviewGaussianSplat / PreviewPointCloud to temp/, rename viewport input ( #14294 )
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2026-06-05 14:18:41 -07:00
Terry Jia
2ef2cf1a7c
feat: add PreviewGaussianSplat + PreviewPointCloud nodes ( #14194 )
2026-06-05 12:30:58 -07:00
Jukka Seppänen
5aa71b9bc2
Enable cfg1 optimization for DualModelGuider with CFGGuider ( #14290 )
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* Enable cfg1 optimization for DualModelGuider
* Fix CFG Override tooltip
2026-06-05 10:04:10 +03:00
Alexis Rolland
ab0d8a9203
Consolidate audio nodes into SaveAudioAdvanced node (CORE-202) ( #13871 )
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2026-06-04 19:29:41 -07:00
Alexander Piskun
4f99ce0f8c
[Partner Nodes] fix SaveWEBM node to save alpha channel; add BriaTransparentVideoBackground Partner node ( #14257 )
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2026-06-03 16:05:48 -07:00
Yousef R. Gamaleldin
7758b9b321
fix: Image grid bug fix (CORE-215) ( #14100 )
2026-06-03 16:03:32 -07:00
comfyanonymous
f69225df24
Mark DualModelGuider as experimental ( #14262 )
2026-06-03 08:55:18 -07:00
Jukka Seppänen
24f9a020ce
Support Ideogram4 ( #14259 )
2026-06-03 08:41:44 -07:00
Jukka Seppänen
dc10c0133e
PiD: Add SDXL and QwenImage ( #14240 )
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2026-06-02 12:40:49 -07:00
person4268
c96fcddb81
Radiance: support variant with nonzero txt_ids ( #14206 )
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2026-06-01 22:07:48 -07:00
vidigoat
33799c4a2e
Fix uncaught OverflowError in Math Expression node for large int results ( #14214 )
2026-06-01 18:15:04 -07:00
comfyanonymous
4b48535a7d
Do tripo dinov3 inference in fp32. ( #14221 )
2026-06-01 18:08:20 -07:00
comfyanonymous
06b710aa68
Fix issue with triposplat preview and old offloading mode. ( #14218 )
2026-06-01 14:35:52 -07:00
Jukka Seppänen
462c27fdb2
feat: Add TripoSplat support ( #14210 )
2026-06-01 07:01:50 -07:00
Jukka Seppänen
c37d2a0dac
feat: Add gaussian splat nodes ( #14190 )
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2026-05-31 11:47:29 -07:00
