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1202709996cc8cd48a24d22ea96ccab0b0e60df9
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11 Commits

Author SHA1 Message Date
bymyself
1202709996 feat: add SEARCH_ALIASES for model and misc nodes 
Add search aliases to model-related and miscellaneous nodes:
- Model nodes: nodes_model_merging.py, nodes_model_advanced.py, nodes_lora_extract.py
- Sampler nodes: nodes_custom_sampler.py, nodes_align_your_steps.py
- Control nodes: nodes_controlnet.py, nodes_attention_multiply.py, nodes_hooks.py
- Training nodes: nodes_train.py, nodes_dataset.py
- Utility nodes: nodes_logic.py, nodes_canny.py, nodes_differential_diffusion.py
- Architecture-specific: nodes_sd3.py, nodes_pixart.py, nodes_lumina2.py, nodes_kandinsky5.py, nodes_hidream.py, nodes_fresca.py, nodes_hunyuan3d.py
- Media nodes: nodes_load_3d.py, nodes_webcam.py, nodes_preview_any.py, nodes_wanmove.py

Uses search_aliases parameter in io.Schema() for v3 nodes, SEARCH_ALIASES class attribute for legacy nodes.
 2026-01-21 19:26:51 -08:00
comfyanonymous
bf7dc63bd6 skip_load_model -> force_full_load (#11390) 
This should be a bit more clear and less prone to potential breakage if the
logic of the load models changes a bit.
 2025-12-17 23:29:32 -05:00
Kohaku-Blueleaf
86dbb89fc9 Resolution bucketing and Trainer implementation refactoring (#11117) 2025-12-17 22:15:27 -05:00
comfyanonymous
ecdc8697d5 Qwen Image Lora training fix from #11090 (#11094) 2025-12-03 22:49:28 -05:00
Kohaku-Blueleaf
cc6a8dcd1a Dataset Processing Nodes and Improved LoRA Trainer Nodes with multi resolution supports. (#10708) 
* Create nodes_dataset.py

* Add encoded dataset caching mechanism

* make training node to work with our dataset system

* allow trainer node to get different resolution dataset

* move all dataset related implementation to nodes_dataset

* Rewrite dataset system with new io schema

* Rewrite training system with new io schema

* add ui pbar

* Add outputs' id/name

* Fix bad id/naming

* use single process instead of input list when no need

* fix wrong output_list flag

* use torch.load/save and fix bad behaviors
 2025-11-26 19:18:08 -05:00
Kohaku-Blueleaf
7be2b49b6b Fix LoRA Trainer bugs with FP8 models. (#9854) 
* Fix adapter weight init

* Fix fp8 model training

* Avoid inference tensor
 2025-09-20 21:24:48 -04:00
Kohaku-Blueleaf
eb2f78b4e0 [Training Node] algo support, grad acc, optional grad ckpt (#9015) 
* Add factorization utils for lokr

* Add lokr train impl

* Add loha train impl

* Add adapter map for algo selection

* Add optional grad ckpt and algo selection

* Update __init__.py

* correct key name for loha

* Use custom fwd/bwd func and better init for loha

* Support gradient accumulation

* Fix bugs of loha

* use more stable init

* Add OFT training

* linting
 2025-07-23 20:57:27 -04:00
Kohaku-Blueleaf
1205afc708 Better training loop implementation (#8820) 2025-07-09 11:41:22 -04:00
Kohaku-Blueleaf
181a9bf26d Support Multi Image-Caption dataset in lora training node (#8819) 
* initial impl of multi img/text dataset

* Update nodes_train.py

* Support Kohya-ss structure
 2025-07-08 20:18:04 -04:00
comfyanonymous
ae75a084df SaveLora now saves in the same filename format as all the other nodes. (#8538) 2025-06-15 03:44:59 -04:00
Kohaku-Blueleaf
520eb77b72 LoRA Trainer: LoRA training node in weight adapter scheme (#8446) 2025-06-13 19:25:59 -04:00