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refactor/v3-node-api
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179 Commits
Author SHA1 Message Date
Jedrzej KosinskiandAmp 8c277d92bd fix: update cast_bias_weight usage and fix motion model dtype loading 
- Fix #572: Use offloadable=True with cast_bias_weight in groupnorm_mm_forward
  to match ComfyUI's updated 3-return-value API, and call uncast_bias_weight
  after use for proper async-offload support.
- Fix #569: Move .to(dtype) call after load_state_dict across all model loading
  functions. Previously, the dtype cast was done before load_state_dict, which
  overwrote weights with the original float32 values from disk, causing Half vs
  Float mismatches at runtime when the UNet runs in float16. Affected functions:
  load_motion_module_gen1, load_motion_module_gen2, create_fresh_motion_module,
  create_fresh_encoder_only_model, inject_img_encoder_into_model,
  inject_pia_conv_in_into_model, inject_camera_encoder_into_model,
  load_hmreferenceadapter.

Co-authored-by: Amp <amp@ampcode.com>
Amp-Thread-ID: https://ampcode.com/threads/T-019d3bef-9580-7798-aec3-7a009a0f62a4
 2026-03-29 18:37:59 -07:00
Jedrzej Kosinski 466f5636dc Add create_prepare_sampling_wrapper to interface with new prepare_sampling wrapper 2025-04-05 09:30:00 -05:00
Jedrzej Kosinski 599b71807d Added overlap-linear fuse method, marked some fuse methods as experimental to make the dropdown less overwhelming, made sigma-related fuse methods work with View Options 2025-03-08 23:36:52 -06:00
Jedrzej Kosinski 6fda3ae9c9 Fix backwards compatibility for perform_special_model_features code 2025-03-08 20:30:25 -06:00
Jedrzej Kosinski 59b6fa6fe6 Guarantee proper execution interruption when using MultiGPU context work units 2025-02-24 17:11:02 -06:00
Jedrzej Kosinski a69c1d7ae2 Cast transformer_options to device for multigpu in _handle_context_batch 2025-02-18 22:51:10 -06:00
Jedrzej Kosinski 37e7ab8921 Made controlnets work with context splitting, allow NaiveReuse to permit context splitting 2025-02-02 05:23:58 -06:00
Jedrzej Kosinski c1df1cee06 Fix recursive prepare_control_objects call 2025-01-30 14:47:26 -06:00
Jedrzej Kosinski faab900799 Implement multigpu acceleration via context splitting 2025-01-29 11:11:49 -06:00
Jedrzej Kosinski d167f18f79 Added multigpu support to a bunch of core AnimateDiff features via refactor 2025-01-29 09:13:53 -06:00
Jedrzej Kosinski d317bc6976 Merge branch 'main' into multigpu 2025-01-29 06:28:54 -06:00
Jedrzej Kosinski 6c01970d51 Add initial Ancestral Options onto Sample Settings to control seed used for the additional noise generated by ancestral samplers 2025-01-29 06:24:22 -06:00
Jedrzej Kosinski 814180996e Fix allow_multigpu_contexts check 2025-01-29 01:23:15 -06:00
Jedrzej Kosinski cf4bc49b58 Beginning restructuring sliding_calc_cond_batch to support multigpu for context splits 2025-01-27 06:34:59 -06:00
Jedrzej Kosinski ad935663b4 Extract NaiveReuse code from sliding_calc_cond_batch into NaiveReuseHandler 2025-01-26 07:27:23 -06:00
Jedrzej Kosinski 99525ac852 Refactored sliding_calc_cond_batch to extract prepare_control_objects/get_resized_cond as well as ContextRef implementation 2025-01-26 06:57:49 -06:00
Jedrzej Kosinski 06e41b1ad6 Make ContextRef be backwards compatible with previous versions of Advanced-ControlNet (DinkLink versioning coming in clutch) 2025-01-04 00:38:42 -06:00
Jedrzej Kosinski d6d5a9241c Fix ContextRef for newest Advanced-ControlNet 2025-01-04 00:27:03 -06:00
Jedrzej Kosinski 856d850437 Fixed keyframes not working as expected when sampling is spread across multiple nodes/calls, removed conditioning.py since most of the code there was already deprecated in favor of vanilla ComfyUI after my PR was merged in early December 2024-12-30 23:32:47 -06:00
Jedrzej Kosinski 93cafde180 Got MotionCtrl's camere control working, fixed frame_length affecting CameraCtrl Pose speed; still need to fix CameraCtrl Poses not adding to each other as expected 2024-12-29 14:42:54 -06:00
Jedrzej Kosinski ebb5496001 Technically initial support for HelloMeme RefNet; it needs more work, but after some more testing with the diffusers repo, it does not seem like something that can be extended well. Will continue to explore 2024-12-26 07:41:53 -06:00
Jedrzej Kosinski 8b1afceebb Fix some calls for PIA, FancyVideo, AnimateLCM-I2V, and CameraControl not being refactored properly in PR 2024-12-03 12:43:59 -06:00
Jedrzej Kosinski 28b841f083 Fixed special model features not being changed to use attachment from refactored MotionModelPatchers 2024-11-29 02:04:40 -06:00
Jedrzej Kosinski d06a40877a Adjusted spacing 2024-11-17 09:08:16 -06:00
Jedrzej Kosinski 066bb23b43 Clean up perform_image_injection, as backwards compatible code no longer needed 2024-11-17 09:01:40 -06:00
Jedrzej Kosinski 054418df0e Replace apply_model_factory with special_model_apply_model_wrapper that uses built-in ComfyUI wrapper for apply_model 2024-11-17 08:59:41 -06:00
Jedrzej Kosinski 844b4e4488 Make diffusion_model_groupnormed hack use built-in diffusion_model wrapper instead to fix weird issue with ContextRef + ImageInjection 2024-11-17 08:35:45 -06:00
Jedrzej Kosinski 0fb102e4c0 Modified FunctionInjectionHolder to work more smoothily with new ComfyUI memory management system 2024-11-11 07:30:05 -06:00
Jedrzej Kosinski 959fd3fd45 Match changes in patch_hooks_improved_memory ComfyUI branch 2024-11-02 22:21:45 -05:00
Jedrzej Kosinski 0b01ea1b27 Refactored ADGS to be a variable stored within transformer_options instead of a global variable 2024-10-24 22:24:32 -05:00
Jedrzej Kosinski 3e93f152b0 Removed no longer needed code from sampling.py, removed ContextRefInjector as upcoming ComfyUI/ACN changes will make its use obsolete 2024-10-08 17:48:47 -05:00
Jedrzej Kosinski 1698f9f4aa Fixed device mismatch issue in perform_image_injection (Image Injection) code after code refactor 2024-10-07 11:00:24 -05:00
Kosinkadink b960317e42 Refactored outer_sample_wrapper to work with my changes in in-progress ComfyUI branch 2024-09-27 12:15:47 +09:00
Kosinkadink f003299708 Adapted sliding_calc_cond_batch and forward_timestep_embed to use new ModelPatcher wrappers/patches, removed no-longer used code, removed model_name from InjectionParams 2024-09-24 14:05:46 +09:00
Kosinkadink a1b03d6851 Ported Gen1 nodes to use upcoming ComfyUI features, refactored some code to match ComfyUI changes 2024-09-22 16:38:57 +09:00
Kosinkadink 3e3d29729f Fixed FreeInit for new implementation 2024-09-21 21:48:24 +09:00
Kosinkadink e6a9638cef Started porting over code to use upcoming ModelPatcher features in ComfyUI to get rid of a bunch of hacky code (and to enable hookable patches) 2024-09-21 16:33:05 +09:00
Jedrzej Kosinski 1a9d70ee4c Progress on FancyVideo support 2024-09-03 15:37:14 -05:00
Jedrzej Kosinski 6a1d498ce0 Started work on NoiseCalibration implementation (pain) 2024-09-01 12:34:07 -05:00
Jedrzej Kosinski 5e018612ba Remove no longer needed backwards compatibility code 2024-08-20 02:35:05 -05:00
Jedrzej Kosinski ecbd4ff362 Added check for Advanced-ControlNet cooperation and matching errors to throw 2024-08-08 02:49:25 -05:00
Jedrzej Kosinski ee3409f30e Added support for ContextRef mode_replace and tune_replace 2024-08-07 02:36:22 -05:00
Jedrzej Kosinski 62061995c2 Merge branch 'main' into develop 2024-08-06 17:26:30 -05:00
Jedrzej Kosinski c1c3bbc583 Remove current_device param from ModelPatcher init call to match latest ComfyUI 2024-08-06 17:25:04 -05:00
Jedrzej Kosinski 0f6aa7c251 Added ContextRef Keyframes, made strength_multival for ContextRef functional, removed redundant version of NaiveReuse Keyframe node, and instead mult_multival is on the normal node 2024-08-06 05:34:16 -05:00
Jedrzej Kosinski f051ca9944 Workflows can be cancelled between context window execution, instead of only per-step 2024-08-04 22:00:10 -05:00
Jedrzej Kosinski 9dee45bc22 Remove pointless batched_conds calculations in sliding_calc_conds_batch; this is a wrapper around cond batching, so there never is any batching in this layer 2024-08-04 21:28:52 -05:00
Jedrzej Kosinski 4256412352 Add ContextRef Mode - Indexes node 2024-08-04 21:11:29 -05:00
Jedrzej Kosinski 0ba022c775 Added ContextRef Tune nodes to modify values of underlying ReferenceAdvanced ACN object 2024-08-02 17:18:00 -05:00
Jedrzej Kosinski 11252fc34f Added sliding reference window mode for ContextRef + ContextRef Mode nodes 2024-07-31 06:31:21 -05:00