rattus d297a749a2 dynamic_vram: Fix windows Aimdo crash + Fix LLM performance (#12408) ...

* model_management: lazy-cache aimdo_tensor

These tensors cosntructed from aimdo-allocations are CPU expensive to
make on the pytorch side. Add a cache version that will be valid with
signature match to fast path past whatever torch is doing.

* dynamic_vram: Minimize fast path CPU work

Move as much as possible inside the not resident if block and cache
the formed weight and bias rather than the flat intermediates. In
extreme layer weight rates this adds up.

2026-02-11 14:50:16 -05:00

..

audio_encoders

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -05:00

cldm

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

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

comfy_types

Add support for dev-only nodes. (#12106)

2026-01-27 13:03:29 -08:00

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

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -05:00

ldm

Make built in lora training work on anima. (#12402)

2026-02-10 22:04:32 -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

Ace step prompts match now. (#12376)

2026-02-09 19:45:56 -05:00

weight_adapter

[Trainer] training with proper offloading (#12189)

2026-02-10 21:45:19 -05:00

checkpoint_pickle.py

Remove pytorch_lightning dependency.

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

cli_args.py

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -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

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -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

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -05:00

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

Basic support for the ace step 1.5 model. (#12237)

2026-02-03 00:06:18 -05:00

lora_convert.py

Implement the USO subject identity lora. (#9674)

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

lora.py

Support ace step 1.5 base model loras. (#12252)

2026-02-03 13:54:23 -05:00

memory_management.py

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -05:00

model_base.py

Make built in lora training work on anima. (#12402)

2026-02-10 22:04:32 -05:00

model_detection.py

Basic support for the ace step 1.5 model. (#12237)

2026-02-03 00:06:18 -05:00

model_management.py

dynamic_vram: Fix windows Aimdo crash + Fix LLM performance (#12408)

2026-02-11 14:50:16 -05:00

model_patcher.py

dynamic_vram: Fix windows Aimdo crash + Fix LLM performance (#12408)

2026-02-11 14:50:16 -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

dynamic_vram: Fix windows Aimdo crash + Fix LLM performance (#12408)

2026-02-11 14:50:16 -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

pinned_memory.py

fix pinning with model defined dtype (#12208)

2026-02-01 08:42:32 -08:00

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

Make regular empty latent node work properly on flux 2 variants. (#12050)

2026-01-23 19:50:48 -05:00

sampler_helpers.py

[Trainer] training with proper offloading (#12189)

2026-02-10 21:45:19 -05:00

samplers.py

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -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

Basic support for the ace step 1.5 model. (#12237)

2026-02-03 00:06:18 -05:00

sd.py

sd: delay VAE dtype archive until after override (#12388)

2026-02-10 13:37:46 -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

Some fixes to previous pr. (#12339)

2026-02-06 20:14:52 -05:00

utils.py

mp: dont deep-clone objects from model_options (#12382)

2026-02-10 13:37:17 -05:00

windows.py

Reduce RAM usage, fix VRAM OOMs, and fix Windows shared memory spilling with adaptive model loading (#11845)

2026-02-01 01:01:11 -05:00