rattus b6c79a648a ops: Fix offloading with FP8MM performance (#11697) ... This logic was checking comfy_cast_weights, and going straight to to the forward_comfy_cast_weights implementation without attempting to downscale input to fp8 in the event comfy_cast_weights is set. The main reason comfy_cast_weights would be set would be for async offload, which is not a good reason to nix FP8MM. So instead, and together the underlying exclusions for FP8MM which are: * having a weight_function (usually LowVramPatch) * force_cast_weights (compute dtype override) * the weight is not Quantized * the input is already quantized * the model or layer has MM explictily disabled. If you get past all of those exclusions, quantize the input tensor. Then hand the new input, quantized or not off to forward_comfy_cast_weights to handle it. If the weight is offloaded but input is quantized you will get an offloaded MM8.		2026-01-07 21:01:16 -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	Fix lowvram issue with ltxv2 text encoder. (#11675)	2026-01-06 17:33:03 -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	New Year ruff cleanup. (#11595)	2026-01-01 22:06:14 -05:00
text_encoders	Add memory estimation function to ltxav text encoder. (#11716)	2026-01-07 20:11:22 -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	feat(preview): add per-queue live preview method override (#11261)	2025-12-15 15:57:39 -08:00
clip_config_bigg.json	Fix potential issue with non clip text embeddings.	2024-07-30 14:41:13 -04:00
clip_model.py	Refactor: move clip_preprocess to comfy.clip_model (#11586)	2025-12-31 17:38:36 -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_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	Refactor: move clip_preprocess to comfy.clip_model (#11586)	2025-12-31 17:38:36 -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	Clamp output when rounding weight to prevent Nan.	2024-10-19 19:07:10 -04:00
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 "transformer." LoRA prefix for Z-Image (#11135)	2025-12-08 15:17:26 -05:00
model_base.py	Support the LTXV 2 model. (#11632)	2026-01-05 01:58:59 -05:00
model_detection.py	Support the LTXV 2 model. (#11632)	2026-01-05 01:58:59 -05:00
model_management.py	Skip fp4 matrix mult on devices that don't support it. (#11677)	2026-01-06 18:07:26 -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	ops: Fix offloading with FP8MM performance (#11697)	2026-01-07 21:01:16 -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
pixel_space_convert.py	Changes to the previous radiance commit. (#9851)	2025-09-13 18:03:34 -04:00
quant_ops.py	Disable comfy kitchen cuda if pytorch cuda less than 13 (#11681)	2026-01-06 22:13:43 -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	Add memory estimation function to ltxav text encoder. (#11716)	2026-01-07 20:11:22 -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	Increase ltxav mem estimation by a bit. (#11715)	2026-01-07 20:04:56 -05:00
utils.py	Support the LTXV 2 model. (#11632)	2026-01-05 01:58:59 -05:00