Jedrzej Kosinski
a6c7397b71
Cube3D: use channels-first 1D latent (B,1,L) like Hunyuan3Dv2
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Replaces the dummy trailing-dim latent with a channels-first 1D latent
(B, 1, num_tokens) and a dedicated latent_formats.Cube3D
(latent_channels=1, latent_dimensions=1). This mirrors the existing
native 3D model Hunyuan3Dv2's (B, C, L) convention and avoids
fix_empty_latent_channels truncating the token sequence (it narrows
dim=1 to latent_channels for empty latents). Requires no core sampler
changes: encode_model_conds sees a valid noise.shape[2].
- latent_formats.Cube3D added; wired into supported_models.Cube3D
- EmptyCubeLatent emits (B, 1, num_tokens)
- sample_cube takes T from x.shape[-1], returns (B, 1, T), and repeats
conditioning to the latent batch size
Amp-Thread-ID: https://ampcode.com/threads/T-019ec361-addb-70d8-a74b-438ce8a1e096
Co-authored-by: Amp <amp@ampcode.com>
2026-06-14 23:14:17 -07:00
Jedrzej Kosinski
871f7bc390
Cube3D: fix graph integration (3D latent, VAE device, fp32 cond, scikit-image)
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Amp-Thread-ID: https://ampcode.com/threads/T-019ec361-addb-70d8-a74b-438ce8a1e096
Co-authored-by: Amp <amp@ampcode.com>
2026-06-14 22:59:11 -07:00
Jedrzej Kosinski
01a8783bee
Add native Roblox Cube3D text-to-3D support
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Cube3D is an autoregressive VQ-token shape model (DualStreamRoformer) plus a
VQ-VAE shape tokenizer (OneDAutoEncoder), not a diffusion model. It is wired
natively following the Causal-WAN AR-video pattern: the GPT loads as a normal
MODEL and generation runs through a dedicated 'cube' sampler instead of KSampler.
- comfy/ldm/cube/gpt.py: DualStreamRoformer port (dual-stream RoPE attention,
per-head RMSNorm, SwiGLU, KV cache; rope_theta=10000).
- comfy/ldm/cube/vae.py: OneDAutoEncoder decode path (codebook lookup, decoder,
occupancy decoder, dense-grid extraction + skimage marching cubes).
- model_detection/supported_models/model_base: register shape_gpt as Cube3D MODEL
(dims inferred from state dict; apply_model guarded to point at SamplerCube).
- sd.py: detect shape_tokenizer and build CubeShapeVAE.
- k_diffusion/sampling.py: sample_cube autoregressive sampler (decaying CFG +
optional top-p), faithful to upstream Engine.run_gpt.
- comfy_extras/nodes_cube.py: EmptyCubeLatent, CubeCodebookPatch (inject VQ
codebook into wte), SamplerCube, VAEDecodeCube (-> MESH).
Reuses CLIP-L conditioning, CFGGuider/SamplerCustomAdvanced, and SaveGLB.
Amp-Thread-ID: https://ampcode.com/threads/T-019ec361-addb-70d8-a74b-438ce8a1e096
Co-authored-by: Amp <amp@ampcode.com>
2026-06-14 20:21:37 -07:00
Alexander Piskun
fe54b5e955
Add 10-bit video support ( #14452 )
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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 )
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* 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 )
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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
Terry Jia
08e93a31a3
feat: add Preview3DAdvanced node ( #14175 )
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Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-05-30 17:57:36 -04:00
Terry Jia
e7214d78ee
feat: add model_info output to Load3D node ( #14144 )
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2026-05-29 00:06:00 -07:00
Charles Chan
6ceec29bd1
feat: add overwrite/increment to SaveImageTextDataSetToFolderNode ( #13215 )
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2026-05-28 10:12:04 -07:00
Terry Jia
be06873d9b
Make Load3D model_file optional by adding "none" choice ( #13379 )
2026-05-27 23:16:28 -07:00
Alexis Rolland
174208df6b
chore: Update nodes categories ( #14145 )
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* Move dataset/text nodes to text category
* Rename category utils into utilities
* Rename category api node into partner
* Move categories conditioning, latent, sampling, model_patches, training, etc. under model category
* Dispatch partner nodes in to 3d, audio, image, text, video categories
* Move PreviewAny node to utilities category
2026-05-27 20:43:33 -04:00
Alexander Piskun
b1cba6f4e6
convert nodes_lt_upsampler nodes to V3 schema ( #12423 )
2026-05-27 11:11:43 -07:00
Barish Ozbay
2072d3e46d
fix: Stop LTXVCropGuides leaving stray latent frames when guides share a start position ( #13882 )
2026-05-26 19:59:32 -07:00
Jukka Seppänen
28f4ef277c
feat: Support NVIDIA PixelDiT and PiD (CORE-201) ( #14103 )
2026-05-26 17:50:14 -07:00
Jukka Seppänen
41812fa0ac
feat: Microsoft Lens support (CORE-248) ( #14077 )
2026-05-25 23:01:51 -07:00
Jedrzej Kosinski
88956e77af
multigpu: use unet_manual_cast for SelectModelDevice compute dtype ( #14108 )
2026-05-25 20:03:37 -07:00
comfyanonymous
da49b7d0b6
Remove useless annotations imports. ( #14105 )
2026-05-25 19:23:29 -07:00
Jedrzej Kosinski
0a2dd86e78
MultiGPU Work Units For Accelerated Sampling (CORE-184) ( #7063 )
2026-05-25 18:26:40 -07:00
comfyanonymous
0077d78cbf
Save Image advanced node (CORE-32) ( #13850 )
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2026-05-24 23:01:34 -04:00
Alexis Rolland
93888ae8e3
Move logic nodes into utils category ( #14033 )
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2026-05-22 13:32:08 +08:00
Pauan
38ebc19037
Adding in And, Or, and Not nodes. ( #14004 )
2026-05-22 11:01:12 +08:00
Alexis Rolland
4259a0c7c3
Update MoGe nodes display names, search aliases and descriptions ( #14030 )
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2026-05-21 16:50:09 +08:00
Alexis Rolland
af3d9b60af
chore: Dataset nodes clean-up (CORE-237) ( #14002 )
2026-05-21 15:14:16 +08:00
Alexis Rolland
7b7c5fed7c
Update MediaPipe nodes to standardize with existing code base (CORE-242) ( #14025 )
2026-05-21 14:39:30 +08:00
