Souyama
72ef4a676b
Use lazy % formatting in logging functions
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Fixes: [PylintW1203:logging-fstring-interpolation](https://pylint.readthedocs.io/en/stable/user_guide/messages/warning/logging-fstring-interpolation.html )
2026-01-07 23:39:47 +05:30
comfyanonymous
bf7dc63bd6
skip_load_model -> force_full_load ( #11390 )
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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 )
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2025-12-03 22:49:28 -05:00
Kohaku-Blueleaf
cc6a8dcd1a
Dataset Processing Nodes and Improved LoRA Trainer Nodes with multi resolution supports. ( #10708 )
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* 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 )
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* 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 )
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* 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 )
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* 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
