Jedrzej Kosinski a6c7397b71 Cube3D: use channels-first 1D latent (B,1,L) like Hunyuan3Dv2 ...

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

..

chainner_models

Replace print with logging (#6138)

2024-12-20 16:24:55 -05:00

frame_interpolation_models

fix: Proper memory estimation for frame interpolation when not using dynamic VRAM (#13698)

2026-05-04 20:20:40 +03:00

mediapipe

Remove useless annotations imports. (#14105)

2026-05-25 19:23:29 -07:00

nodes_ace.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_advanced_samplers.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_align_your_steps.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_apg.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_ar_video.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_attention_multiply.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_audio_encoder.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_audio.py

Consolidate audio nodes into SaveAudioAdvanced node (CORE-202) (#13871)

2026-06-04 19:29:41 -07:00

nodes_bernini.py

feat: Add Bernini-R model support (Wan video) (CORE-279) (#14216)

2026-06-10 07:47:34 +08:00

nodes_bg_removal.py

Move bg_removal_model input socket to first position for nicer display (#14353)

2026-06-09 23:36:56 +08:00

nodes_camera_trajectory.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_canny.py

chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)

2026-05-19 00:13:48 -04:00

nodes_cfg.py

feat: Microsoft Lens support (CORE-248) (#14077)

2026-05-25 23:01:51 -07:00

nodes_chroma_radiance.py

Radiance: support variant with nonzero txt_ids (#14206)

2026-06-01 22:07:48 -07:00

nodes_clip_sdxl.py

feat: mark 429 widgets as advanced for collapsible UI (#12197)

2026-02-19 19:20:02 -08:00

nodes_color.py

Add Color primitive (#14260)

2026-06-09 00:30:28 +08:00

nodes_compositing.py

chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)

2026-05-19 00:13:48 -04:00

nodes_cond.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_context_windows.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_controlnet.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_cosmos.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_cube.py

Cube3D: use channels-first 1D latent (B,1,L) like Hunyuan3Dv2

2026-06-14 23:14:17 -07:00

nodes_curve.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_custom_sampler.py

Enable cfg1 optimization for DualModelGuider with CFGGuider (#14290)

2026-06-05 10:04:10 +03:00

nodes_dataset.py

fix: Image grid bug fix (CORE-215) (#14100)

2026-06-03 16:03:32 -07:00

nodes_depth_anything_3.py

Depth anything 3 (Core-135) (#13853)

2026-06-10 09:28:24 +08:00

nodes_differential_diffusion.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_easycache.py

feat: mark 429 widgets as advanced for collapsible UI (#12197)

2026-02-19 19:20:02 -08:00

nodes_edit_model.py

convert nodes_edit_model.py to V3 schema (#10147)

2025-10-03 13:24:42 -07:00

nodes_eps.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_flux.py

Don't crash when using flux kv cache with split batches. (#14422)

2026-06-11 16:38:06 -07:00

nodes_frame_interpolation.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_freelunch.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_fresca.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_gaussian_splat.py

feat: add PreviewGaussianSplat + PreviewPointCloud nodes (#14194)

2026-06-05 12:30:58 -07:00

nodes_gits.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_glsl.py

Add has_intermediate_output flag for nodes with interactive UI (#13048)

2026-03-27 21:06:38 -04:00

nodes_hidream_o1.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_hidream.py

add search aliases to all nodes (#12035)

2026-01-22 18:36:58 -08:00

nodes_hooks.py

Disable dynamic_vram when weight hooks applied (#12653)

2026-02-28 16:50:18 -05:00

nodes_hunyuan3d.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_hunyuan.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_hypernetwork.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_hypertile.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_ideogram4.py

Support Ideogram4 (#14259)

2026-06-03 08:41:44 -07:00

nodes_image_compare.py

chore: Update display names and categories (CORE-151) (#13693)

2026-05-04 17:37:25 -07:00

nodes_images.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_ip2p.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_kandinsky5.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_latent.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_load_3d.py

feat(3d): reorder Preview3DAdvanced / PreviewGaussianSplat / PreviewPointCloud inputs and outputs (#14308)

2026-06-05 19:01:57 -07:00

nodes_logic.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_lora_debug.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_lora_extract.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_lotus.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_lt_audio.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_lt_upsampler.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_lt.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_lumina2.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_mahiro.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_mask.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_math.py

Fix uncaught OverflowError in Math Expression node for large int results (#14214)

2026-06-01 18:15:04 -07:00

nodes_mediapipe.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_mochi.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_model_advanced.py

Persists ModelNoiseScale when also patching shift (#13892)

2026-05-14 18:36:17 -07:00

nodes_model_downscale.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_model_merging_model_specific.py

Qwen Image model merging node. (#9202)

2025-08-06 04:07:04 -04:00

nodes_model_merging.py

implement dynamic clip saving (#13959)

2026-05-18 11:46:40 -07:00

nodes_model_patch.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_moge.py

Depth anything 3 (Core-135) (#13853)

2026-06-10 09:28:24 +08:00

nodes_morphology.py

chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)

2026-05-19 00:13:48 -04:00

nodes_multigpu.py

multigpu: use unet_manual_cast for SelectModelDevice compute dtype (#14108)

2026-05-25 20:03:37 -07:00

nodes_nag.py

Add category to Normalized Attention Guidance node (#12565)

2026-02-21 19:51:21 -05:00

nodes_nop.py

chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)

2026-05-19 00:13:48 -04:00

nodes_number_convert.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_optimalsteps.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_pag.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_painter.py

Remove useless annotations imports. (#14105)

2026-05-25 19:23:29 -07:00

nodes_perpneg.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_photomaker.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_pid.py

PiD: Add SDXL and QwenImage (#14240)

2026-06-02 12:40:49 -07:00

nodes_pixart.py

add search aliases to all nodes (#12035)

2026-01-22 18:36:58 -08:00

nodes_post_processing.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_preview_any.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_primitive.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_qwen.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_rebatch.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_replacements.py

Node Replacement API (#12014)

2026-02-15 02:12:30 -08:00

nodes_resolution.py

Improve ResolutionSelector (#14309)

2026-06-09 01:05:10 +08:00

nodes_rope.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_rtdetr.py

chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)

2026-05-19 00:13:48 -04:00

nodes_sag.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_sam3.py

chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)

2026-05-19 00:13:48 -04:00

nodes_save_3d.py

feat: add PreviewGaussianSplat + PreviewPointCloud nodes (#14194)

2026-06-05 12:30:58 -07:00

nodes_scail.py

Fix SCAIL-2 reference mask background convention (#14415)

2026-06-11 16:17:04 +08:00

nodes_sd3.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_sdpose.py

chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)

2026-05-19 00:13:48 -04:00

nodes_sdupscale.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_slg.py

feat: mark 429 widgets as advanced for collapsible UI (#12197)

2026-02-19 19:20:02 -08:00

nodes_stable3d.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_stable_cascade.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_string.py

Adding new StringFormat node (#13997)

2026-05-20 10:25:49 +08:00

nodes_tcfg.py

convert nodes_tcfg.py to V3 schema (#9942)

2025-09-26 14:13:05 -07:00

nodes_textgen.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_tomesd.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_toolkit.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_torch_compile.py

Update nodes categories and display names (CORE-89) (#13786)

2026-05-08 01:02:55 -04:00

nodes_train.py

[Trainer/bug] Ensure model is not inference mode (CORE-72) (#13400)

2026-06-09 23:07:47 -04:00

nodes_triposplat.py

Do tripo dinov3 inference in fp32. (#14221)

2026-06-01 18:08:20 -07:00

nodes_upscale_model.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_video_model.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_video.py

Add 10-bit video support (#14452)

2026-06-13 16:05:25 +03:00

nodes_void.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_wan.py

feat: Add model support for SCAIL-2 (#14373)

2026-06-09 18:24:09 +03:00

nodes_wandancer.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_wanmove.py

chore: Update nodes categories (#14145)

2026-05-27 20:43:33 -04:00

nodes_webcam.py

add search aliases to all nodes (#12035)

2026-01-22 18:36:58 -08:00

nodes_zimage.py

feat: mark 429 widgets as advanced for collapsible UI (#12197)

2026-02-19 19:20:02 -08:00

void_noise_warp.py

Void model - pass 1 & 2 (CORE-38) (#13403)

2026-05-05 19:59:04 -07:00