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Commit Graph

183 Commits

Author SHA1 Message Date
Christopher Beckham
8e46d97cd8 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

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-04-09 18:07:55 +05:30
Bagheera
8e963d1c2a 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

---------

Co-authored-by: bghira <bghira@users.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-04-02 20:15:06 +05:30
Bagheera
d78acdedc1 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>
2024-03-28 14:26:18 +05:30
Anatoly Belikov
98d46a3f08 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>
2024-03-18 20:03:53 +05:30
Sayak Paul
76de6a09fb post-release v0.27.0 (#7329)
* post-release

* quality
2024-03-18 10:52:20 +05:30
Anatoly Belikov
53e9aacc10 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>
2024-03-14 11:41:43 +05:30
Sayak Paul
4fbd310fd2 [Chore] switch to logger.warning (#7289)
switch to logger.warning
2024-03-13 06:56:43 +05:30
Linoy Tsaban
8da360aa12 [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
2024-03-04 22:17:25 +05:30
Oleh
9a2600ede9 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>
2024-03-01 21:38:21 +05:30
Quentin Lhoest
66f8bd6869 Fix vae_encodings_fn hash in train_text_to_image_sdxl.py (#7171)
Update train_text_to_image_sdxl.py
2024-03-01 16:56:54 +05:30
M. Tolga Cangöz
ad310af0d6 Fix EMA in train_text_to_image_sdxl.py (#7048)
* Fix typos
2024-02-26 10:39:57 -10:00
M. Tolga Cangöz
53605ed00a [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
2024-02-23 20:57:37 +05:30
M. Tolga Cangöz
5a54dc9e95 Fix typos in text_to_image examples (#7050)
Update copyright information and fix typos in text_to_image examples
2024-02-21 16:40:45 -08:00
Piyush Thakur
4b89aeffe1 [Type annotations] fixed in save_model_card (#6948)
fixed type annotations

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-02-13 08:56:45 +05:30
Piyush Thakur
e1bdcc7af3 [Model Card] standardize T2I Sdxl Lora model card (#6944)
* standardize model card template t2i-lora-sdxl

* type annotations
2024-02-12 11:45:40 +05:30
Piyush Thakur
6f336650c3 [Model Card] standardize T2I Sdxl model card (#6942)
standardize model card template t2i-sdxl
2024-02-12 10:01:20 +05:30
Piyush Thakur
06a042cd0e [Model Card] standardize T2I Lora model card (#6940)
standardize model card t2i-lora
2024-02-12 10:01:13 +05:30
Piyush Thakur
8772496586 [Model Card] standardize T2I model card (#6939)
* standardize model card

* fix base_model
2024-02-12 10:00:41 +05:30
Sayak Paul
7c8cab313e post release 0.26.2 (#6885)
* post release

* style

* Empty-Commit

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2024-02-09 07:36:38 -10:00
Sayak Paul
159885adc6 correct hub_token exposition behaviour (thanks to @bghira). (#6918) 2024-02-08 18:38:27 -10:00
Sayak Paul
30e5e81d58 change to 2024 in the license (#6902)
change to 2024
2024-02-08 08:19:31 -10:00
Sajad Norouzi
058b47553e 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>
2024-01-30 06:55:02 +05:30
Yingtian Liu
c101066227 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>
2024-01-27 09:18:09 +05:30
HelloWorldBeginner
f95615b823 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>
2024-01-19 19:21:57 +05:30
Haofan Wang
3d574b3bbe 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
2024-01-15 16:28:04 +02:00
Vinh H. Pham
08702fc1cb Make text-to-image SDXL LoRA Training Script torch.compile compatible (#6556)
make compile compatible
2024-01-15 16:58:16 +05:30
Vinh H. Pham
7ce89e979c Make text-to-image SD LoRA Training Script torch.compile compatible (#6555)
make compile compatible
2024-01-15 16:55:08 +05:30
gzguevara
05faf3263b SDXL text-to-image torch compatible (#6550)
* torch compatible

* code quality fix

* ruff style

* ruff format
2024-01-15 16:49:11 +05:30
Sayak Paul
a080f0d3a2 [Training Utils] create a utility for casting the lora params during training. (#6553)
create a utility for casting the lora params during training.
2024-01-15 13:51:13 +05:30
gzguevara
33d2b5b087 SD text-to-image torch compile compatible (#6519)
* added unwrapper

* fiz typo
2024-01-12 09:28:35 +05:30
Sayak Paul
9d945b2b90 0.25.0 post release (#6358)
* post release

* style

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2024-01-05 16:13:27 +05:30
2510
8a366b835c 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>
2024-01-01 08:51:04 +05:30
Sayak Paul
1ac07d8a8d [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().
2023-12-28 07:37:50 +05:30
Sayak Paul
f4b0b26f7e [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
2023-12-25 19:50:48 +05:30
mwkldeveloper
2d43094ffc 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
2023-12-24 14:34:35 +05:30
Sayak Paul
90b9479903 [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
2023-12-24 09:59:41 +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>

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2023-12-19 09:54:17 +05:30
Haofan Wang
7d0a47f387 Update train_text_to_image_lora.py (#6144)
* Update train_text_to_image_lora.py

* Fix typo?

---------

Co-authored-by: M. Tolga Cangöz <46008593+standardAI@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-12-18 19:33:05 +01:00
Sayak Paul
b98b314b7a [Training] remove depcreated method from lora scripts. (#6207)
remove depcreated method from lora scripts.
2023-12-18 15:52:43 +05:30
Yudong Jin
49644babd3 Fix the test script in examples/text_to_image/README.md (#6209)
* Update examples/text_to_image/README.md

* Update examples/text_to_image/README.md

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-12-18 15:36:00 +05:30
M. Tolga Cangöz
0a401b95b7 [Docs] Fix typos (#6122)
Fix typos and trim trailing whitespaces
2023-12-11 10:55:28 -08:00
Younes Belkada
c2717317f0 [PEFT] Adapt example scripts to use PEFT (#5388)
* adapt example scripts to use PEFT

* Update examples/text_to_image/train_text_to_image_lora.py

* fix

* add for SDXL

* oops

* make sure to install peft

* fix

* fix

* fix dreambooth and lora

* more fixes

* add peft to requirements.txt

* fix

* final fix

* add peft version in requirements

* remove comment

* change variable names

* add few lines in readme

* add to reqs

* style

* fix issues

* fix lora dreambooth xl tests

* init_lora_weights to gaussian and add out proj where missing

* ammend requirements.

* ammend requirements.txt

* add correct peft versions

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-12-07 09:39:29 +05:30
Patrick von Platen
dadd55fb36 Post Release: v0.24.0 (#5985)
* Post Release: v0.24.0

* post pone deprecation

* post pone deprecation

* Add model_index.json
2023-12-01 18:43:44 +01:00
Sayak Paul
fdd003d8e2 [Tests] Refactor test_examples.py for better readability (#5946)
* control and custom diffusion

* dreambooth

* instructpix2pix and dreambooth ckpting

* t2i adapters.

* text to image ft

* textual inversion

* unconditional

* workflows

* import fix

* fix import
2023-11-29 18:43:59 +05:30
Patrick von Platen
6d2e19f746 [Examples] Allow downloading variant model files (#5531)
* add variant

* add variant

* Apply suggestions from code review

* reformat

* fix: textual_inversion.py

* fix: variant in model_info

---------

Co-authored-by: sayakpaul <spsayakpaul@gmail.com>
2023-11-27 10:43:20 +05:30
Patrick von Platen
13d73d9303 [Lora] Seperate logic (#5809)
* [Lora] Seperate logic

* [Lora] Seperate logic

* [Lora] Seperate logic

* add comments to explain the code better

* add comments to explain the code better
2023-11-21 18:58:37 +01:00
Sayak Paul
ded93f798c [Refactor] refactor loaders.py to make it cleaner and leaner. (#5771)
* refactor loaders.py to make it cleaner and leaner.

* refactor loaders init

* inits.

* textual inversion to the init.

* inits.

* remove certain modules from the main init.

* AttnProcsLayers

* fix imports

* avoid circular import.

* fix circular import pt 2.

* address PR comments

* imports

* fix: imports.

* remove from main init for avoiding circular deps.

* remove spurious deps.

* fix-copies.

* fix imports.

* more debug

* more debug

* Apply suggestions from code review

* Apply suggestions from code review

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2023-11-14 12:54:28 +01:00
Younes Belkada
8789d0b6c7 fix styling issues on main (#5754)
fix styling issues
2023-11-13 20:05:15 +05:30