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Commit Graph

369 Commits

Author SHA1 Message Date
Leo Jiang
07860f9916 NPU Adaption for Sanna (#10409)
* NPU Adaption for Sanna


---------

Co-authored-by: J石页 <jiangshuo9@h-partners.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-01-24 09:08:52 -10:00
Muyang Li
158a5a87fb Remove the FP32 Wrapper when evaluating (#10617)
Remove the FP32 Wrapper

Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2025-01-21 16:16:54 +05:30
jiqing-feng
012d08b1bc Enable dreambooth lora finetune example on other devices (#10602)
* enable dreambooth_lora on other devices

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* enable xpu

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* check cuda device before empty cache

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix comment

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* import free_memory

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

---------

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>
2025-01-21 14:09:45 +05:30
Sayak Paul
4ace7d0483 [chore] change licensing to 2025 from 2024. (#10615)
change licensing to 2025 from 2024.
2025-01-20 16:57:27 -10:00
Leo Jiang
b0c8973834 [Sana 4K] Add vae tiling option to avoid OOM (#10583)
Co-authored-by: J石页 <jiangshuo9@h-partners.com>
2025-01-16 02:06:07 +05:30
Sayak Paul
5f72473543 [training] add ds support to lora sd3. (#10378)
* add ds support to lora sd3.

Co-authored-by: leisuzz <jiangshuonb@gmail.com>

* style.

---------

Co-authored-by: leisuzz <jiangshuonb@gmail.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2024-12-30 19:31:05 +05:30
Sayak Paul
92933ec36a [chore] post release 0.32.0 (#10361)
* post release 0.32.0

* stylew
2024-12-23 10:03:34 -10:00
Sayak Paul
76e2727b5c [SANA LoRA] sana lora training tests and misc. (#10296)
* sana lora training tests and misc.

* remove push to hub

* Update examples/dreambooth/train_dreambooth_lora_sana.py

Co-authored-by: Aryan <aryan@huggingface.co>

---------

Co-authored-by: Aryan <aryan@huggingface.co>
2024-12-23 12:35:13 +05:30
Sayak Paul
9c0e20de61 [chore] Update README_sana.md to update the default model (#10285)
Update README_sana.md to update the default model
2024-12-19 10:24:57 +05:30
Sayak Paul
63cdf9c0ba [chore] fix: reamde -> readme (#10276)
fix: reamde -> readme
2024-12-18 10:56:08 +05:30
Sayak Paul
9408aa2dfc [LoRA] feat: lora support for SANA. (#10234)
* feat: lora support for SANA.

* make fix-copies

* rename test class.

* attention_kwargs -> cross_attention_kwargs.

* Revert "attention_kwargs -> cross_attention_kwargs."

This reverts commit 23433bf9bc.

* exhaust 119 max line limit

* sana lora fine-tuning script.

* readme

* add a note about the supported models.

* Apply suggestions from code review

Co-authored-by: Aryan <aryan@huggingface.co>

* style

* docs for attention_kwargs.

* remove lora_scale from pag pipeline.

* copy fix

---------

Co-authored-by: Aryan <aryan@huggingface.co>
2024-12-18 08:22:31 +05:30
Ethan Smith
26e80e0143 fix min-snr implementation (#8466)
* fix min-snr implementation

https://github.com/kohya-ss/sd-scripts/blob/main/library/custom_train_functions.py#L66

* Update train_dreambooth.py

fix variable name mse_loss_weights

* fix divisor

* make style

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-12-12 09:55:59 +05:30
SkyCol
074e12358b Add prompt about wandb in examples/dreambooth/readme. (#10014)
Add files via upload
2024-11-25 18:42:06 +05:30
Linoy Tsaban
c4b5d2ff6b [SD3 dreambooth lora] smol fix to checkpoint saving (#9993)
* smol change to fix checkpoint saving & resuming (as done in train_dreambooth_sd3.py)

* style

* modify comment to explain reasoning behind hidden size check
2024-11-24 18:51:06 +02:00
Linoy Tsaban
acf479bded [advanced flux training] bug fix + reduce memory cost as in #9829 (#9838)
* memory improvement as done here: https://github.com/huggingface/diffusers/pull/9829

* fix bug

* fix bug

* style

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-11-19 08:43:36 +05:30
SahilCarterr
9cc96a64f1 [FIX] Fix TypeError in DreamBooth SDXL when use_dora is False (#9879)
* fix use_dora

* fix style and quality

* fix use_dora with peft version

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-11-08 19:09:24 -04:00
SahilCarterr
76b7d86a9a Updated _encode_prompt_with_clip and encode_prompt in train_dreamboth_sd3 (#9800)
* updated encode prompt and clip encod prompt


---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-11-05 15:08:50 -10:00
Leo Jiang
a98a839de7 Reduce Memory Cost in Flux Training (#9829)
* Improve NPU performance

* Improve NPU performance

* Improve NPU performance

* Improve NPU performance

* [bugfix] bugfix for npu free memory

* [bugfix] bugfix for npu free memory

* [bugfix] bugfix for npu free memory

* Reduce memory cost for flux training process

---------

Co-authored-by: 蒋硕 <jiangshuo9@h-partners.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-11-01 12:19:32 +05:30
Boseong Jeon
3deed729e6 Handling mixed precision for dreambooth flux lora training (#9565)
Handling mixed precision and add unwarp

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2024-11-01 10:16:05 +05:30
Leo Jiang
9dcac83057 NPU Adaption for FLUX (#9751)
* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

---------

Co-authored-by: 蒋硕 <jiangshuo9@h-partners.com>
2024-11-01 09:03:15 +05:30
Sayak Paul
8ce37ab055 [training] use the lr when using 8bit adam. (#9796)
* use the lr when using 8bit adam.

* remove lr as we pack it in params_to_optimize.

---------

Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2024-10-31 15:51:42 +05:30
Linoy Tsaban
743a5697f2 [flux dreambooth lora training] make LoRA target modules configurable + small bug fix (#9646)
* make lora target modules configurable and change the default

* style

* make lora target modules configurable and change the default

* fix bug when using prodigy and training te

* fix mixed precision training as  proposed in https://github.com/huggingface/diffusers/pull/9565 for full dreambooth as well

* add test and notes

* style

* address sayaks comments

* style

* fix test

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-10-28 17:27:41 +02:00
Linoy Tsaban
db5b6a9630 [SD 3.5 Dreambooth LoRA] support configurable training block & layers (#9762)
* configurable layers

* configurable layers

* update README

* style

* add test

* style

* add layer test, update readme, add nargs

* readme

* test style

* remove print, change nargs

* test arg change

* style

* revert nargs 2/2

* address sayaks comments

* style

* address sayaks comments
2024-10-28 16:07:54 +02:00
Biswaroop
493aa74312 [Fix] remove setting lr for T5 text encoder when using prodigy in flux dreambooth lora script (#9473)
* fix: removed setting of text encoder lr for T5 as it's not being tuned

* fix: removed setting of text encoder lr for T5 as it's not being tuned

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2024-10-28 13:07:30 +02:00
Ina
73b59f5203 [refactor] enhance readability of flux related pipelines (#9711)
* flux pipline: readability enhancement.
2024-10-25 11:01:51 -10:00
Linoy Tsaban
bfa0aa4ff2 [SD3-5 dreambooth lora] update model cards (#9749)
* improve readme

* style

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-10-23 23:16:53 +03:00
Sayak Paul
e45c25d03a post-release 0.31.0 (#9742)
* post-release

* style
2024-10-22 20:42:30 +05:30
Linoy Tsaban
ee4ab23892 [SD3 dreambooth-lora training] small updates + bug fixes (#9682)
* add latent caching + smol updates

* update license

* replace with free_memory

* add --upcast_before_saving to allow saving transformer weights in lower precision

* fix models to accumulate

* fix mixed precision issue as proposed in https://github.com/huggingface/diffusers/pull/9565

* smol update to readme

* style

* fix caching latents

* style

* add tests for latent caching

* style

* fix latent caching

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-10-16 11:13:37 +03:00
0x名無し
dccf39f01e Dreambooth lora flux bug 3dtensor to 2dtensor (#9653)
* fixed issue #9350, Tensor is deprecated

* ran make style
2024-10-15 17:18:13 +05:30
Sayak Paul
8e7d6c03a3 [chore] fix: retain memory utility. (#9543)
* fix: retain memory utility.

* fix

* quality

* free_memory.
2024-09-28 21:08:45 +05:30
suzukimain
b52119ae92 [docs] Replace runwayml/stable-diffusion-v1-5 with Lykon/dreamshaper-8 (#9428)
* [docs] Replace runwayml/stable-diffusion-v1-5 with Lykon/dreamshaper-8

Updated documentation as runwayml/stable-diffusion-v1-5 has been removed from Huggingface.

* Update docs/source/en/using-diffusers/inpaint.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Replace with stable-diffusion-v1-5/stable-diffusion-v1-5

* Update inpaint.md

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2024-09-16 10:18:45 -07:00
Linoy Tsaban
37e3603c4a [Flux Dreambooth lora] add latent caching (#9160)
* add ostris trainer to README & add cache latents of vae

* add ostris trainer to README & add cache latents of vae

* style

* readme

* add test for latent caching

* add ostris noise scheduler
9ee1ef2a0a/toolkit/samplers/custom_flowmatch_sampler.py (L95)

* style

* fix import

* style

* fix tests

* style

* --change upcasting of transformer?

* update readme according to main

* keep only latent caching

* add configurable param for final saving of trained layers- --upcast_before_saving

* style

* Update examples/dreambooth/README_flux.md

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

* Update examples/dreambooth/README_flux.md

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

* use clear_objs_and_retain_memory from utilities

* style

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-09-15 15:30:31 +03:00
Leo Jiang
e2ead7cdcc Fix the issue on sd3 dreambooth w./w.t. lora training (#9419)
* Fix dtype error

* [bugfix] Fixed the issue on sd3 dreambooth training

* [bugfix] Fixed the issue on sd3 dreambooth training

---------

Co-authored-by: 蒋硕 <jiangshuo9@h-partners.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-09-14 16:29:38 +05:30
Sayak Paul
adf1f911f0 [Tests] fix some fast gpu tests. (#9379)
fix some fast gpu tests.
2024-09-11 06:50:02 +05:30
Linoy Tsaban
55ac421f7b improve README for flux dreambooth lora (#9290)
* improve readme

* improve readme

* improve readme

* improve readme
2024-09-05 17:53:23 +05:30
Sayak Paul
8ba90aa706 chore: add a cleaning utility to be useful during training. (#9240) 2024-09-03 15:00:17 +05:30
Linoy Tsaban
c977966502 [Dreambooth flux] bug fix for dreambooth script (align with dreambooth lora) (#9257)
* fix shape

* fix prompt encoding

* style

* fix device

* add comment
2024-08-26 17:29:58 +05:30
townwish4git
d25eb5d385 fix(sd3): fix deletion of text_encoders etc (#8951)
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-08-18 15:37:40 -10:00
Tolga Cangöz
7ef8a46523 [Docs] Fix CPU offloading usage (#9207)
* chore: Fix cpu offloading usage

* Trim trailing white space

* docs: update Kolors model link in kolors.md
2024-08-18 13:12:12 -10:00
Álvaro Somoza
82058a5413 post release 0.30.0 (#9173)
* post release

* fix quality
2024-08-14 12:55:55 +05:30
Linoy Tsaban
413ca29b71 [Flux Dreambooth LoRA] - te bug fixes & updates (#9139)
* add requirements + fix link to bghira's guide

* text ecnoder training fixes

* text encoder training fixes

* text encoder training fixes

* text encoder training fixes

* style

* add tests

* fix encode_prompt call

* style

* unpack_latents test

* fix lora saving

* remove default val for max_sequenece_length in encode_prompt

* remove default val for max_sequenece_length in encode_prompt

* style

* testing

* style

* testing

* testing

* style

* fix sizing issue

* style

* revert scaling

* style

* style

* scaling test

* style

* scaling test

* remove model pred operation left from pre-conditioning

* remove model pred operation left from pre-conditioning

* fix trainable params

* remove te2 from casting

* transformer to accelerator

* remove prints

* empty commit
2024-08-12 11:58:03 +05:30
Linoy Tsaban
65e30907b5 [Flux] Dreambooth LoRA training scripts (#9086)
* initial commit - dreambooth for flux

* update transformer to be FluxTransformer2DModel

* update training loop and validation inference

* fix sd3->flux docs

* add guidance handling, not sure if it makes sense(?)

* inital dreambooth lora commit

* fix text_ids in compute_text_embeddings

* fix imports of static methods

* fix pipeline loading in readme, remove auto1111 docs for now

* fix pipeline loading in readme, remove auto1111 docs for now, remove some irrelevant text_encoder_3 refs

* Update examples/dreambooth/train_dreambooth_flux.py

Co-authored-by: Bagheera <59658056+bghira@users.noreply.github.com>

* fix te2 loading and remove te2 refs from text encoder training

* fix tokenizer_2 initialization

* remove text_encoder training refs from lora script (for now)

* try with vae in bfloat16, fix model hook save

* fix tokenization

* fix static imports

* fix CLIP import

* remove text_encoder training refs (for now) from lora script

* fix minor bug in encode_prompt, add guidance def in lora script, ...

* fix unpack_latents args

* fix license in readme

* add "none" to weighting_scheme options for uniform sampling

* style

* adapt model saving - remove text encoder refs

* adapt model loading - remove text encoder refs

* initial commit for readme

* Update examples/dreambooth/train_dreambooth_lora_flux.py

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

* Update examples/dreambooth/train_dreambooth_lora_flux.py

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

* fix vae casting

* remove precondition_outputs

* readme

* readme

* style

* readme

* readme

* update weighting scheme default & docs

* style

* add text_encoder training to lora script, change vae_scale_factor value in both

* style

* text encoder training fixes

* style

* update readme

* minor fixes

* fix te params

* fix te params

---------

Co-authored-by: Bagheera <59658056+bghira@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-08-09 07:31:04 +05:30
Sayak Paul
2d753b6fb5 fix train_dreambooth_lora_sd3.py loading hook (#9107) 2024-08-07 10:09:47 +05:30
Tolga Cangöz
7071b7461b Errata: Fix typos & \s+$ (#9008)
* Fix typos

* chore: Fix typos

* chore: Update README.md for promptdiffusion example

* Trim trailing white spaces

* Fix a typo

* update number

* chore: update number

* Trim trailing white space

* Update README.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update README.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2024-08-02 21:24:25 -07:00
Sayak Paul
d87fe95f90 [Chore] add LoraLoaderMixin to the inits (#8981)
* introduce  to promote reusability.

* up

* add more tests

* up

* remove comments.

* fix fuse_nan test

* clarify the scope of fuse_lora and unfuse_lora

* remove space

* rewrite fuse_lora a bit.

* feedback

* copy over load_lora_into_text_encoder.

* address dhruv's feedback.

* fix-copies

* fix issubclass.

* num_fused_loras

* fix

* fix

* remove mapping

* up

* fix

* style

* fix-copies

* change to SD3TransformerLoRALoadersMixin

* Apply suggestions from code review

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* up

* handle wuerstchen

* up

* move lora to lora_pipeline.py

* up

* fix-copies

* fix documentation.

* comment set_adapters().

* fix-copies

* fix set_adapters() at the model level.

* fix?

* fix

* loraloadermixin.

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2024-07-26 08:59:33 +05:30
YiYi Xu
62863bb1ea Revert "[LoRA] introduce LoraBaseMixin to promote reusability." (#8976)
Revert "[LoRA] introduce LoraBaseMixin to promote reusability. (#8774)"

This reverts commit 527430d0a4.
2024-07-25 09:10:35 -10:00
Sayak Paul
527430d0a4 [LoRA] introduce LoraBaseMixin to promote reusability. (#8774)
* introduce  to promote reusability.

* up

* add more tests

* up

* remove comments.

* fix fuse_nan test

* clarify the scope of fuse_lora and unfuse_lora

* remove space

* rewrite fuse_lora a bit.

* feedback

* copy over load_lora_into_text_encoder.

* address dhruv's feedback.

* fix-copies

* fix issubclass.

* num_fused_loras

* fix

* fix

* remove mapping

* up

* fix

* style

* fix-copies

* change to SD3TransformerLoRALoadersMixin

* Apply suggestions from code review

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* up

* handle wuerstchen

* up

* move lora to lora_pipeline.py

* up

* fix-copies

* fix documentation.

* comment set_adapters().

* fix-copies

* fix set_adapters() at the model level.

* fix?

* fix

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2024-07-25 21:40:58 +05:30
Sayak Paul
1a8b3c2ee8 [Training] SD3 training fixes (#8917)
* SD3 training fixes

Co-authored-by: bghira <59658056+bghira@users.noreply.github.com>

* rewrite noise addition part to respect the eqn.

* styler

* Update examples/dreambooth/README_sd3.md

Co-authored-by: Kashif Rasul <kashif.rasul@gmail.com>

---------

Co-authored-by: bghira <59658056+bghira@users.noreply.github.com>
Co-authored-by: Kashif Rasul <kashif.rasul@gmail.com>
2024-07-21 16:24:04 +05:30
apolinário
7833ed957b Improve model card for push_to_hub trainers (#8697)
* Improve trainer model cards

* Update train_dreambooth_sd3.py

* Update train_dreambooth_lora_sd3.py

* add link to adapters loading doc

* Update train_dreambooth_lora_sd3.py

---------

Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2024-07-05 12:18:41 +05:30
Sayak Paul
4e57aeff1f [Tests] add test suite for SD3 DreamBooth (#8650)
* add a test suite for SD3 DreamBooth

* lora suite

* style

* add checkpointing tests for LoRA

* add test to cover train_text_encoder.
2024-07-02 07:00:22 +05:30