Jukka Seppänen 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

..

audio_encoders

Support the HuMo model. (#9903)

2025-09-17 00:12:48 -04:00

cldm

Add better error message for common error. (#10846)

2025-11-23 04:55:22 -05:00

comfy_types

LoRA Trainer: LoRA training node in weight adapter scheme (#8446)

2025-06-13 19:25:59 -04:00

extra_samplers

Uni pc sampler now works with audio and video models.

2025-01-18 05:27:58 -05:00

image_encoders

Add Hunyuan 3D 2.1 Support (#8714)

2025-09-04 20:36:20 -04:00

k_diffusion

Fix noise with ancestral samplers when inferencing on cpu. (#11528)

2025-12-26 22:03:01 -05:00

ldm

LTX2: Refactor forward function for better VRAM efficiency and fix spatial inpainting (#12046)

2026-01-23 15:26:38 -05:00

sd1_tokenizer

Silence clip tokenizer warning. (#8934)

2025-07-16 14:42:07 -04:00

t2i_adapter

Controlnet refactor.

2024-06-27 18:43:11 -04:00

taesd

Support LTX2 tiny vae (taeltx_2) (#11929)

2026-01-21 23:03:51 -05:00

text_encoders

Support loading flux 2 klein checkpoints saved with SaveCheckpoint. (#12033)

2026-01-22 18:20:48 -05:00

weight_adapter

Fix loras not working on mixed fp8. (#10899)

2025-11-26 00:07:58 -05:00

checkpoint_pickle.py

Remove pytorch_lightning dependency.

2023-06-13 10:11:33 -04:00

cli_args.py

Add most basic Asset support for models (#11315)

2026-01-08 22:21:51 -05:00

clip_config_bigg.json

Fix potential issue with non clip text embeddings.

2024-07-30 14:41:13 -04:00

clip_model.py

Support the siglip 2 naflex model as a clip vision model. (#11831)

2026-01-12 17:05:54 -05:00

clip_vision_config_g.json

Add support for clip g vision model to CLIPVisionLoader.

2023-08-18 11:13:29 -04:00

clip_vision_config_h.json

Add support for unCLIP SD2.x models.

2023-04-01 23:19:15 -04:00

clip_vision_config_vitl_336_llava.json

Support llava clip vision model.

2025-03-06 00:24:43 -05:00

clip_vision_config_vitl_336.json

support clip-vit-large-patch14-336 (#4042)

2024-07-17 13:12:50 -04:00

clip_vision_config_vitl.json

Add support for unCLIP SD2.x models.

2023-04-01 23:19:15 -04:00

clip_vision_siglip2_base_naflex.json

Support the siglip 2 naflex model as a clip vision model. (#11831)

2026-01-12 17:05:54 -05:00

clip_vision_siglip_384.json

Support new flux model variants.

2024-11-21 08:38:23 -05:00

clip_vision_siglip_512.json

Support 512 siglip model.

2025-04-05 07:01:01 -04:00

clip_vision.py

Add image sizes to clip vision outputs. (#11923)

2026-01-16 23:02:28 -05:00

conds.py

Add some warnings and prevent crash when cond devices don't match. (#9169)

2025-08-04 04:20:12 -04:00

context_windows.py

Add handling for vace_context in context windows (#11386)

2025-12-30 14:40:42 -08:00

controlnet.py

Fix Race condition in --async-offload that can cause corruption (#10501)

2025-10-29 17:17:46 -04:00

diffusers_convert.py

Remove useless code.

2025-01-24 06:15:54 -05:00

diffusers_load.py

load_unet -> load_diffusion_model with a model_options argument.

2024-08-12 23:20:57 -04:00

float.py

Optimize nvfp4 lora applying. (#11866)

2026-01-14 00:49:38 -05:00

gligen.py

Remove some useless code. (#8812)

2025-07-06 07:07:39 -04:00

hooks.py

New Year ruff cleanup. (#11595)

2026-01-01 22:06:14 -05:00

latent_formats.py

Disable ltxav previews. (#11676)

2026-01-06 17:41:27 -05:00

lora_convert.py

Implement the USO subject identity lora. (#9674)

2025-09-01 18:54:02 -04:00

lora.py

Support ModelScope-Trainer DiffSynth lora for Z Image. (#11805)

2026-01-12 15:38:46 -05:00

model_base.py

qwen_image: propagate attention mask. (#11966)

2026-01-22 20:02:31 -05:00

model_detection.py

Support the Anima model. (#12012)

2026-01-21 19:44:28 -05:00

model_management.py

pythorch_attn_by_def_on_gfx1200 (#11793)

2026-01-10 16:51:05 -05:00

model_patcher.py

ops: Fix offloading with FP8MM performance (#11697)

2026-01-07 21:01:16 -05:00

model_sampling.py

Refactor model sampling sigmas code. (#10250)

2025-10-08 17:49:02 -04:00

nested_tensor.py

WIP way to support multi multi dimensional latents. (#10456)

2025-10-23 21:21:14 -04:00

ops.py

Make loras work on nvfp4 models. (#11837)

2026-01-12 22:33:54 -05:00

options.py

Only parse command line args when main.py is called.

2023-09-13 11:38:20 -04:00

patcher_extension.py

Fix order of inputs nested merge_nested_dicts (#10362)

2025-10-15 16:47:26 -07:00

pixel_space_convert.py

Changes to the previous radiance commit. (#9851)

2025-09-13 18:03:34 -04:00

quant_ops.py

Optimize nvfp4 lora applying. (#11866)

2026-01-14 00:49:38 -05:00

rmsnorm.py

Add warning when using old pytorch. (#9347)

2025-08-15 00:22:26 -04:00

sample.py

Fix mistake. (#10484)

2025-10-25 23:07:29 -04:00

sampler_helpers.py

skip_load_model -> force_full_load (#11390)

2025-12-17 23:29:32 -05:00

samplers.py

Support nested tensor denoise masks. (#11431)

2025-12-19 19:59:25 -05:00

sd1_clip_config.json

Fix potential issue with non clip text embeddings.

2024-07-30 14:41:13 -04:00

sd1_clip.py

Disable prompt weights on newbie te. (#11434)

2025-12-20 00:19:47 -05:00

sd.py

Support LTX2 tiny vae (taeltx_2) (#11929)

2026-01-21 23:03:51 -05:00

sdxl_clip.py

Add a T5TokenizerOptions node to set options for the T5 tokenizer. (#7803)

2025-04-25 19:36:00 -04:00

supported_models_base.py

Fix some custom nodes. (#11134)

2025-12-05 18:25:31 -05:00

supported_models.py

Support loading flux 2 klein checkpoints saved with SaveCheckpoint. (#12033)

2026-01-22 18:20:48 -05:00

utils.py

Add LyCoris LoKr MLP layer support for Flux2 (#11997)

2026-01-20 23:18:33 -05:00