Commit Graph

194 Commits

Author SHA1 Message Date
Tolga Cangöz d027cb4326 Errata (#8322)
* Fix typos

* Trim trailing whitespaces

* Remove a trailing whitespace

* chore: Update MarigoldDepthPipeline checkpoint to prs-eth/marigold-lcm-v1-0

* Revert "chore: Update MarigoldDepthPipeline checkpoint to prs-eth/marigold-lcm-v1-0"

This reverts commit fd742b30b4.

* pokemon -> naruto

* `DPMSolverMultistep` -> `DPMSolverMultistepScheduler`

* Improve Markdown stylization

* Improve style

* Improve style

* Refactor pipeline variable names for consistency

* up style
2024-12-23 13:02:12 +05:30
satani99 760e5993de Modularize train_text_to_image_lora_sdxl inferencing during and after training in example (#8335)
* Modularized the train_lora_sdxl file

* Modularized the train_lora_sdxl file

* Modularized the train_lora_sdxl file

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:12 +05:30
Genius Patrick a1cfb0accc fix(training): lr scheduler doesn't work properly in distributed scenarios (#8312) 2024-12-23 13:02:12 +05:30
satani99 630a71361f Modularize train_text_to_image_lora SD inferencing during and after training in example (#8283)
* Modularized the train_lora file

* Modularized the train_lora file

* Modularized the train_lora file

* Modularized the train_lora file

* Modularized the train_lora file

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:12 +05:30
Sayak Paul e135b4dadf post release v0.28.0 (#8286)
* post release v0.28.0

* style
2024-12-23 13:02:12 +05:30
Kohei a451bf4492 Update requirements.txt for text_to_image (#7892)
Update requirements.txt

If the datasets library is old, it will not read the metadata.jsonl and the label will default to an integer of type int.

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:11 +05:30
HelloWorldBeginner 23daad99b1 Add Ascend NPU support for SDXL. (#7916)
Co-authored-by: mhh001 <mahonghao1@huawei.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:11 +05:30
HelloWorldBeginner a4713733f6 fix bugs when using deepspeed in sdxl (#7917)
fix bugs when using deepspeed

Co-authored-by: mhh001 <mahonghao1@huawei.com>
2024-12-23 13:02:11 +05:30
Bagheera 18aedaa230 7879 - adjust documentation to use naruto dataset, since pokemon is now gated (#7880)
* 7879 - adjust documentation to use naruto dataset, since pokemon is now gated

* replace references to pokemon in docs

* more references to pokemon replaced

* Japanese translation update

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Co-authored-by: bghira <bghira@users.github.com>
2024-12-23 13:02:11 +05:30
HelloWorldBeginner 93d9d2f9bd Add Ascend NPU support for SDXL fine-tuning and fix the model saving bug when using DeepSpeed. (#7816)
* Add Ascend NPU support for SDXL fine-tuning and fix the model saving bug when using DeepSpeed.

* fix check code quality

* Decouple the NPU flash attention and make it an independent module.

* add doc and unit tests for npu flash attention.

---------

Co-authored-by: mhh001 <mahonghao1@huawei.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:11 +05:30
39th president of the United States, probably d5f2a8c88c Add DREAM training (#6381)
A new function compute_dream_and_update_latents has been added to the
training utilities that allows you to do DREAM rectified training in line
with the paper https://arxiv.org/abs/2312.00210. The method can be used
with an extra argument in the train_text_to_image.py script.

Co-authored-by: Jimmy <39@🇺🇸.com>
2024-12-23 13:02:11 +05:30
Christopher Beckham 9b0286ae2a Add missing restore() EMA call in train SDXL script (#7599)
* Restore unet params back to normal from EMA when validation call is finished

* empty commit

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:10 +05:30
Bagheera 69131fda5c 7529 do not disable autocast for cuda devices (#7530)
* 7529 do not disable autocast for cuda devices

* Remove typecasting error check for non-mps platforms, as a correct autocast implementation makes it a non-issue

* add autocast fix to other training examples

* disable native_amp for dreambooth (sdxl)

* disable native_amp for pix2pix (sdxl)

* remove tests from remaining files

* disable native_amp on huggingface accelerator for every training example that uses it

* convert more usages of autocast to nullcontext, make style fixes

* make style fixes

* style.

* Empty-Commit

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Co-authored-by: bghira <bghira@users.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:10 +05:30
Bagheera a0d124047b apple mps: training support for SDXL (ControlNet, LoRA, Dreambooth, T2I) (#7447)
* apple mps: training support for SDXL LoRA

* sdxl: support training lora, dreambooth, t2i, pix2pix, and controlnet on apple mps

---------

Co-authored-by: bghira <bghira@users.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:10 +05:30
Anatoly Belikov 3cf03face4 delete vae and text encoders after use in SDXL training script (#6693)
delete vae and text encoders after use

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:09 +05:30
Sayak Paul 08a03e1641 post-release v0.27.0 (#7329)
* post-release

* quality
2024-12-23 13:02:09 +05:30
Anatoly Belikov ec2acc7dc8 log loss per image (#7278)
* log loss per image

* add commandline param for per image loss logging

* style

* debug-loss -> debug_loss

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:09 +05:30
Sayak Paul dc7e9809a9 [Chore] switch to logger.warning (#7289)
switch to logger.warning
2024-12-23 13:02:09 +05:30
Linoy Tsaban e5f4534805 [training scripts] add tags of diffusers-training (#7206)
* add tags for diffusers training

* add tags for diffusers training

* add tags for diffusers training

* add tags for diffusers training

* add tags for diffusers training

* add tags for diffusers training

* add dora tags for drambooth lora scripts

* style
2024-12-23 13:02:08 +05:30
Oleh 58294f94a9 Map speedup (#6745)
* Speed up dataset mapping

* Fix missing columns

* Remove cache files cleanup

* Update examples/text_to_image/train_text_to_image_sdxl.py

* make style

* Fix code style

* style

* Empty-Commit

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Quentin Lhoest <42851186+lhoestq@users.noreply.github.com>
Co-authored-by: Quentin Lhoest <lhoest.q@gmail.com>
2024-12-23 13:02:08 +05:30
Quentin Lhoest 5575578b38 Fix vae_encodings_fn hash in train_text_to_image_sdxl.py (#7171)
Update train_text_to_image_sdxl.py
2024-12-23 13:02:08 +05:30
M. Tolga Cangöz 9b15d87fb5 Fix EMA in train_text_to_image_sdxl.py (#7048)
* Fix typos
2024-12-23 13:02:08 +05:30
M. Tolga Cangöz 1f3ff03c01 [Refactor] save_model_card function in text_to_image examples (#7051)
* Refactor save_model_card function to handle images and repo_folder parameters

* Discard changes to examples/text_to_image/train_text_to_image.py

* Discard changes to examples/text_to_image/train_text_to_image_lora_sdxl.py

* Update train_text_to_image_lora.py

* Update train_text_to_image_sdxl.py
2024-12-23 13:02:08 +05:30
M. Tolga Cangöz 38c8227fde Fix typos in text_to_image examples (#7050)
Update copyright information and fix typos in text_to_image examples
2024-12-23 13:02:08 +05:30
Piyush Thakur 1b885c2d9a [Type annotations] fixed in save_model_card (#6948)
fixed type annotations

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:07 +05:30
Piyush Thakur 60a8bf7639 [Model Card] standardize T2I Sdxl Lora model card (#6944)
* standardize model card template t2i-lora-sdxl

* type annotations
2024-12-23 13:02:07 +05:30
Piyush Thakur 3cc84918d5 [Model Card] standardize T2I Sdxl model card (#6942)
standardize model card template t2i-sdxl
2024-12-23 13:02:07 +05:30
Piyush Thakur 6edce9ad71 [Model Card] standardize T2I Lora model card (#6940)
standardize model card t2i-lora
2024-12-23 13:02:07 +05:30
Piyush Thakur 40ca5be078 [Model Card] standardize T2I model card (#6939)
* standardize model card

* fix base_model
2024-12-23 13:02:07 +05:30
Sayak Paul 166641aefa post release 0.26.2 (#6885)
* post release

* style

* Empty-Commit

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2024-12-23 13:02:07 +05:30
Sayak Paul 72d23f5309 correct hub_token exposition behaviour (thanks to @bghira). (#6918) 2024-12-23 13:02:07 +05:30
Sayak Paul 86e62ae4c5 change to 2024 in the license (#6902)
change to 2024
2024-12-23 13:02:07 +05:30
Sajad Norouzi c9180c5ef8 Fix mixed precision fine-tuning for text-to-image-lora-sdxl example. (#6751)
* Fix mixed precision fine-tuning for text-to-image-lora-sdxl example.

* fix text_encoder_two bug.

---------

Co-authored-by: Sajad Norouzi <sajadn@dev-dsk-sajadn-2a-87239470.us-west-2.amazon.com>
2024-12-23 13:02:06 +05:30
Yingtian Liu 3daae1cf73 Correct SNR weighted loss in v-prediction case by only adding 1 to SNR on the denominator (#6307)
* fix minsnr implementation for v-prediction case

* format code

* always compute snr when snr_gamma is specified

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:06 +05:30
HelloWorldBeginner a7fceba379 Fixed the bug related to saving DeepSpeed models. (#6628)
* Fixed the bug related to saving DeepSpeed models.

* Add information about training SD models using DeepSpeed to the README.

* Apply suggestions from code review

---------

Co-authored-by: mhh001 <mahonghao1@huawei.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:06 +05:30
Haofan Wang 05cddb9407 Fix a bug of flip in SDXL training script (#6547)
* Update train_text_to_image_sdxl.py

* Update train_text_to_image_lora_sdxl.py
2024-12-23 13:02:05 +05:30
Vinh H. Pham 1fbf1f6d2e Make text-to-image SDXL LoRA Training Script torch.compile compatible (#6556)
make compile compatible
2024-12-23 13:02:05 +05:30
Vinh H. Pham 53c73a4f14 Make text-to-image SD LoRA Training Script torch.compile compatible (#6555)
make compile compatible
2024-12-23 13:02:05 +05:30
gzguevara 975a00e268 SDXL text-to-image torch compatible (#6550)
* torch compatible

* code quality fix

* ruff style

* ruff format
2024-12-23 13:02:05 +05:30
Sayak Paul 7dbaf28563 [Training Utils] create a utility for casting the lora params during training. (#6553)
create a utility for casting the lora params during training.
2024-12-23 13:02:05 +05:30
gzguevara 5d2fad2c67 SD text-to-image torch compile compatible (#6519)
* added unwrapper

* fiz typo
2024-12-23 13:02:05 +05:30
Sayak Paul fe32030325 0.25.0 post release (#6358)
* post release

* style

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2024-12-23 13:02:05 +05:30
2510 7b541c4826 Fix gradient-checkpointing option is ignored in SDXL+LoRA training. (#6388) (#6402)
* Fix gradient-checkpointing option is ignored in SDXL+LoRA training. (#6388)

* Fix gradient-checkpointing option is ignored in SD+LoRA training.

* Fix gradient checkpoint is not applied to text encoders. (SDXL+LoRA)

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:05 +05:30
Sayak Paul f72503473e [Training examples] Follow up of #6306 (#6346)
* add to dreambooth lora.

* add: t2i lora.

* add: sdxl t2i lora.

* style

* lcm lora sdxl.

* unwrap

* fix: enable_adapters().
2024-12-23 13:02:05 +05:30
Sayak Paul 5ed8dcfa1d [Tests] Speed up example tests (#6319)
* remove validation args from textual onverson tests

* reduce number of train steps in textual inversion tests

* fix: directories.

* debig

* fix: directories.

* remove validation tests from textual onversion

* try reducing the time of test_text_to_image_checkpointing_use_ema

* fix: directories

* speed up test_text_to_image_checkpointing

* speed up test_text_to_image_checkpointing_checkpoints_total_limit_removes_multiple_checkpoints

* fix

* speed up test_instruct_pix2pix_checkpointing_checkpoints_total_limit_removes_multiple_checkpoints

* set checkpoints_total_limit to 2.

* test_text_to_image_lora_checkpointing_checkpoints_total_limit_removes_multiple_checkpoints speed up

* speed up test_unconditional_checkpointing_checkpoints_total_limit_removes_multiple_checkpoints

* debug

* fix: directories.

* speed up test_instruct_pix2pix_checkpointing_checkpoints_total_limit

* speed up: test_controlnet_checkpointing_checkpoints_total_limit_removes_multiple_checkpoints

* speed up test_controlnet_sdxl

* speed up dreambooth tests

* speed up test_dreambooth_lora_checkpointing_checkpoints_total_limit_removes_multiple_checkpoints

* speed up test_custom_diffusion_checkpointing_checkpoints_total_limit_removes_multiple_checkpoints

* speed up test_text_to_image_lora_sdxl_text_encoder_checkpointing_checkpoints_total_limit

* speed up # checkpoint-2 should have been deleted

* speed up examples/text_to_image/test_text_to_image.py::TextToImage::test_text_to_image_checkpointing_checkpoints_total_limit

* additional speed ups

* style
2024-12-23 13:02:05 +05:30
mwkldeveloper a1a427c097 fix RuntimeError: Input type (float) and bias type (c10::Half) should be the same in train_text_to_image_lora.py (#6259)
* fix RuntimeError: Input type (float) and bias type (c10::Half) should be the same

* format source code

* format code

* remove the autocast blocks within the pipeline

* add autocast blocks to pipeline caller in train_text_to_image_lora.py
2024-12-23 13:02:05 +05:30
Sayak Paul 6943a96d92 [LoRA PEFT] fix LoRA loading so that correct alphas are parsed (#6225)
* initialize alpha too.

* add: test

* remove config parsing

* store rank

* debug

* remove faulty test
2024-12-23 13:02:04 +05:30
YShow 35a969d297 [Training] remove depcreated method from lora scripts again (#6266)
* remove depcreated method from lora scripts

* check code quality
2023-12-21 14:17:52 +05:30
lvzi 6ca9c4af05 fix: unscale fp16 gradient problem & potential error (#6086) (#6231)
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-12-21 09:09:26 +05:30
Sayak Paul 288ceebea5 [T2I LoRA training] fix: unscale fp16 gradient problem (#6119)
* fix: unscale fp16 gradient problem

* fix for dreambooth lora sdxl

* make the type-casting conditional.

* Apply suggestions from code review

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2023-12-19 09:54:17 +05:30