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Commit Graph

127 Commits

Author SHA1 Message Date
Tolga Cangöz
c1dc2ae619 Fix multi-gpu case for train_cm_ct_unconditional.py (#8653)
* Fix multi-gpu case

* Prefer previously created `unwrap_model()` function

For `torch.compile()` generalizability

* `chore: update unwrap_model() function to use accelerator.unwrap_model()`
2024-07-17 19:03:12 +05:30
Thomas Eding
2e2684f014 Add vae_roundtrip.py example (#7104)
* Add vae_roundtrip.py example

* Add cuda support to vae_roundtrip

* Move vae_roundtrip.py into research_projects/vae

* Fix channel scaling in vae roundrip and also support taesd.

* Apply ruff --fix for CI gatekeep check

---------

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
2024-07-04 01:53:09 -04:00
Sayak Paul
84bbd2f4ce Update README.md to include Colab link (#8775) 2024-07-03 07:46:38 +05:30
Sayak Paul
600ef8a4dc Allow SD3 DreamBooth LoRA fine-tuning on a free-tier Colab (#8762)
* add experimental scripts to train SD3 transformer lora on colab

* add readme

* add colab

* Apply suggestions from code review

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

* fix link in the notebook.

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2024-07-03 07:07:47 +05:30
Tolga Cangöz
f040c27d4c Errata - Fix typos and improve style (#8571)
* Fix typos

* Fix typos & up style

* chore: Update numbers

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-06-24 10:07:22 -07:00
Tolga Cangöz
468ae09ed8 Errata - Trim trailing white space in the whole repo (#8575)
* Trim all the trailing white space in the whole repo

* Remove unnecessary empty places

* make style && make quality

* Trim trailing white space

* trim

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-06-24 18:39:15 +05:30
Tolga Cangöz
c375903db5 Errata - Fix typos & improve contributing page (#8572)
* Fix typos & improve contributing page

* `make style && make quality`

* fix typos

* Fix typo

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-06-24 14:13:03 +05:30
Sayak Paul
23a2cd3337 [LoRA] training fix the position of param casting when loading them (#8460)
fix the position of param casting when loading them
2024-06-18 14:57:34 +01:00
Sayak Paul
d457beed92 Update README.md to update the MaPO project (#8470)
Update README.md
2024-06-11 10:10:45 +01:00
Tolga Cangöz
98730c5dd7 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
2024-06-05 13:59:09 -07:00
Hzzone
d3881f35b7 Gligen training (#7906)
* add training code of gligen

* fix code quality tests.

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-06-05 16:26:42 +04:00
Sai-Suraj-27
df2bc5ef28 fix: Fixed few docstrings according to the Google Style Guide (#7717)
Fixed few docstrings according to the Google Style Guide.
2024-05-20 10:26:05 -07:00
dependabot[bot]
5b830aa356 Bump transformers from 4.36.0 to 4.38.0 in /examples/research_projects/realfill (#7635)
Bump transformers in /examples/research_projects/realfill

Bumps [transformers](https://github.com/huggingface/transformers) from 4.36.0 to 4.38.0.
- [Release notes](https://github.com/huggingface/transformers/releases)
- [Commits](https://github.com/huggingface/transformers/compare/v4.36.0...v4.38.0)

---
updated-dependencies:
- dependency-name: transformers
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2024-05-14 08:17:06 +05:30
Mark Van Aken
be4afa0bb4 #7535 Update FloatTensor type hints to Tensor (#7883)
* find & replace all FloatTensors to Tensor

* apply formatting

* Update torch.FloatTensor to torch.Tensor in the remaining files

* formatting

* Fix the rest of the places where FloatTensor is used as well as in documentation

* formatting

* Update new file from FloatTensor to Tensor
2024-05-10 09:53:31 -10:00
Bagheera
8edaf3b79c 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

---------

Co-authored-by: bghira <bghira@users.github.com>
2024-05-07 09:36:39 -07:00
Steven Liu
7404f1e9dc [docs] Clean up toctree (#7715)
* toctree

* optim

* feedback

* improve overview
2024-04-23 09:30:33 -07:00
Dhruv Nair
90250d9e48 Cast height, width to int inside prepare latents (#7691)
update
2024-04-18 19:30:39 -10:00
UmerHA
fda1531d8a Fixing implementation of ControlNet-XS (#6772)
* CheckIn - created DownSubBlocks

* Added extra channels, implemented subblock fwd

* Fixed connection sizes

* checkin

* Removed iter, next in forward

* Models for SD21 & SDXL run through

* Added back pipelines, cleared up connections

* Cleaned up connection creation

* added debug logs

* updated logs

* logs: added input loading

* Update umer_debug_logger.py

* log: Loading hint

* Update umer_debug_logger.py

* added logs

* Changed debug logging

* debug: added more logs

* Fixed num_norm_groups

* Debug: Logging all of SDXL input

* Update umer_debug_logger.py

* debug: updated logs

* checkim

* Readded tests

* Removed debug logs

* Fixed Slow Tests

* Added value ckecks | Updated model_cpu_offload_seq

* accelerate-offloading works ; fast tests work

* Made unet & addon explicit in controlnet

* Updated slow tests

* Added dtype/device to ControlNetXS

* Filled in test model paths

* Added image_encoder/feature_extractor to XL pipe

* Fixed fast tests

* Added comments and docstrings

* Fixed copies

* Added docs ; Updates slow tests

* Moved changes to UNetMidBlock2DCrossAttn

* tiny cleanups

* Removed stray prints

* Removed ip adapters + freeU

- Removed ip adapters + freeU as they don't make sense for ControlNet-XS
- Fixed imports of UNet components

* Fixed test_save_load_float16

* Make style, quality, fix-copies

* Changed loading/saving API for ControlNetXS

- Changed loading/saving API for ControlNetXS
- other small fixes

* Removed ControlNet-XS from research examples

* Make style, quality, fix-copies

* Small fixes

- deleted ControlNetXSModel.init_original
- added time_embedding_mix to StableDiffusionControlNetXSPipeline .from_pretrained / StableDiffusionXLControlNetXSPipeline.from_pretrained
- fixed copy hints

* checkin May 11 '23

* CheckIn Mar 12 '24

* Fixed tests for SD

* Added tests for UNetControlNetXSModel

* Fixed SDXL tests

* cleanup

* Delete Pipfile

* CheckIn Mar 20

Started replacing sub blocks  by `ControlNetXSCrossAttnDownBlock2D` and `ControlNetXSCrossAttnUplock2D`

* check-in Mar 23

* checkin 24 Mar

* Created init for UNetCnxs and CnxsAddon

* CheckIn

* Made from_modules, from_unet and no_control work

* make style,quality,fix-copies & small changes

* Fixed freezing

* Added gradient ckpt'ing; fixed tests

* Fix slow tests(+compile) ; clear naming confusion

* Don't create UNet in init ; removed class_emb

* Incorporated review feedback

- Deleted get_base_pipeline /  get_controlnet_addon for pipes
- Pipes inherit from StableDiffusionXLPipeline
- Made module dicts for cnxs-addon's down/mid/up classes
- Added support for qkv fusion and freeU

* Make style, quality, fix-copies

* Implemented review feedback

* Removed compatibility check for vae/ctrl embedding

* make style, quality, fix-copies

* Delete Pipfile

* Integrated review feedback

- Importing ControlNetConditioningEmbedding now
- get_down/mid/up_block_addon now outside class
- renamed `do_control` to `apply_control`

* Reduced size of test tensors

For this, added `norm_num_groups` as parameter everywhere

* Renamed cnxs-`Addon` to cnxs-`Adapter`

- `ControlNetXSAddon` -> `ControlNetXSAdapter`
- `ControlNetXSAddonDownBlockComponents` -> `DownBlockControlNetXSAdapter`, and similarly for mid/up
- `get_mid_block_addon` -> `get_mid_block_adapter`, and similarly for mid/up

* Fixed save_pretrained/from_pretrained bug

* Removed redundant code

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2024-04-16 21:56:20 +05:30
kabachuha
2f23437618 Add (Scheduled) Pseudo-Huber Loss training scripts to research projects (#7527)
* add scheduled pseudo-huber loss training scripts

See #7488

* add reduction modes to huber loss

* [DB Lora] *2 multiplier to huber loss cause of 1/2 a^2 conv.

pairing of c6495def1f

* [DB Lora] add option for smooth l1 (huber / delta)

Pairing of dd22958caa

* [DB Lora] unify huber scheduling

Pairing of 19a834c3ab

* [DB Lora] add snr huber scheduler

Pairing of 47fb1a6854

* fixup examples link

* use snr schedule by default in DB

* update all huber scripts with snr

* code quality

* huber: make style && make quality

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-04-13 07:26:08 +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
M. Tolga Cangöz
a51b6cc86a [Docs] Fix typos (#7451)
* Fix typos

* Fix typos

* Fix typos

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-03-25 11:48:02 -07:00
Sayak Paul
e29f16cfaa [Research Projects] ORPO diffusion for alignment (#7423)
* barebones orpo

* remove reference model.

* full implementation

* change default of beta_orpo

* add a training command.

* fix: dataloading issues.

* interpreting the formulation.

* revert styling

* add: wds full blown version

* fix: per_gpu_batch_siz

* start debuggin

* debugging

* remove print

* fix

* remove filter keys.

* turn on non-blocking calls.

* device_placement

* let's see.

* add bigger training run command

* reinitialize generator for fair repro

* add: detailed readme and requirements

---------

Co-authored-by: Sayak Paul <sayakpaul@Sayaks-MacBook-Pro-2.local>
2024-03-25 08:37:41 +05:30
Sayak Paul
e25e525fde [LoRA test suite] refactor the test suite and cleanse it (#7316)
* cleanse and refactor lora testing suite.

* more cleanup.

* make check_if_lora_correctly_set a utility function

* fix: typo

* retrigger ci

* style
2024-03-20 17:13:52 +05:30
M. Tolga Cangöz
5d848ec07c [Tests] Update a deprecated parameter in test files and fix several typos (#7277)
* Add properties and `IPAdapterTesterMixin` tests for `StableDiffusionPanoramaPipeline`

* Fix variable name typo and update comments

* Update deprecated `output_type="numpy"` to "np" in test files

* Discard changes to src/diffusers/pipelines/stable_diffusion_panorama/pipeline_stable_diffusion_panorama.py

* Update test_stable_diffusion_panorama.py

* Update numbers in README.md

* Update get_guidance_scale_embedding method to use timesteps instead of w

* Update number of checkpoints in README.md

* Add type hints and fix var name

* Fix PyTorch's convention for inplace functions

* Fix a typo

* Revert "Fix PyTorch's convention for inplace functions"

This reverts commit 74350cf65b.

* Fix typos

* Indent

* Refactor get_guidance_scale_embedding method in LEditsPPPipelineStableDiffusionXL class
2024-03-14 12:17:35 -07:00
Sayak Paul
4fbd310fd2 [Chore] switch to logger.warning (#7289)
switch to logger.warning
2024-03-13 06:56:43 +05:30
bram-w
eb942b866a SDXL Turbo support and example launch (#6473)
* support and example launch for sdxl turbo

* White space fixes

* Trailing whitespace character

* ruff format

* fix guidance_scale and steps for turbo mode

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Radames Ajna <radamajna@gmail.com>
2024-03-06 11:51:01 +05:30
iczaw
6246c70d21 [Community] PromptDiffusion Pipeline (#6752)
* Create promptdiffusioncontrolnet.py

* Update __init__.py

Added PromptDiffusionControlNetModel

* Update __init__.py

Added PromptDiffusionControlNetModel

* Update promptdiffusioncontrolnet.py

* Create pipeline_prompt_diffusion.py

Added Prompt Diffusion pipeline.

* Create convert_original_promptdiffusion_to_diffusers.py

* Update convert_from_ckpt.py

Added download_promptdiffusion_from_original_ckpt, convert_promptdiffusion_checkpoint

* Update promptdiffusioncontrolnet.py

* Update pipeline_prompt_diffusion.py

* Update README.md

* Update pipeline_prompt_diffusion.py

* Delete src/diffusers/models/promptdiffusioncontrolnet.py

* Update __init__.py

* Update __init__.py

* Delete scripts/convert_original_promptdiffusion_to_diffusers.py

* Update convert_from_ckpt.py

* Update README.md

* Delete examples/community/pipeline_prompt_diffusion.py

* Create README.md

* Create promptdiffusioncontrolnet.py

* Create convert_original_promptdiffusion_to_diffusers.py

* Create pipeline_prompt_diffusion.py

* Update README.md

* Update pipeline_prompt_diffusion.py

* Update README.md

* Update pipeline_prompt_diffusion.py

* Update convert_original_promptdiffusion_to_diffusers.py

* Update promptdiffusioncontrolnet.py

* Update README.md

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-03-05 09:06:02 +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
elucida
fa633ed6de refactor: move model helper function in pipeline to a mixin class (#6571)
* move model helper function in pipeline to EfficiencyMixin

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-02-28 09:26:39 -10:00
co63oc
c0f5346a20 Fix procecss process (#6591)
* Fix words

* Fix

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-02-15 19:06:33 -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
Kashif Rasul
97ee616971 add ipo, hinge and cpo loss to dpo trainer (#6788)
add ipo and hinge loss to dpo trainer
2024-01-31 16:41:31 +05:30
Viet Nguyen
1cab64b3be Update train_diffusion_dpo.py (#6754)
* Update train_diffusion_dpo.py

Address #6702

* Update train_diffusion_dpo_sdxl.py

* Empty-Commit

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-01-31 12:46:23 +05:30
Sayak Paul
acd1962769 correct hflip arg (#6743) 2024-01-28 17:42:34 +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
dg845
b4220e97b1 Add Community Example Consistency Training Script (#6717)
* initial commit for unconditional/class-conditional consistency training script

* make style

* Add entry for consistency training script in community README.

* Move consistency training script from community to research_projects/consistency_training

* Add requirements.txt and README to research_projects/consistency_training directory.

* Manually revert community README changes for consistency training.

* Fix path to script after moving script to research projects.

* Add option to load U-Net weights from pretrained model.

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2024-01-26 15:10:57 +02:00
Haofan Wang
c9081a8abd [Fix bugs] pipeline_controlnet_sd_xl.py (#6653)
* Update pipeline_controlnet_sd_xl.py

* Update pipeline_controlnet_xs_sd_xl.py
2024-01-24 09:18:12 +05:30
Sayak Paul
1f0705adcf [Big refactor] move unets to unets module 🦋 (#6630)
* move unets to  module 🦋

* parameterize unet-level import.

* fix flax unet2dcondition model import

* models __init__

* mildly depcrecating models.unet_2d_blocks in favor of models.unets.unet_2d_blocks.

* noqa

* correct depcrecation behaviour

* inherit from the actual classes.

* Empty-Commit

* backwards compatibility for unet_2d.py

* backward compatibility for unet_2d_condition

* bc for unet_1d

* bc for unet_1d_blocks
2024-01-23 08:57:58 +05:30
Sayak Paul
da95a28ff6 [Diffusion DPO] apply fixes from #6547 (#6668)
apply fixes from #6547
2024-01-22 20:14:54 +05:30
dependabot[bot]
d6a70d8ba8 Bump jinja2 from 3.1.2 to 3.1.3 in /examples/research_projects/realfill (#6539)
Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.2 to 3.1.3.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](https://github.com/pallets/jinja/compare/3.1.2...3.1.3)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2024-01-15 16:10:10 +02:00
Radamés Ajna
1dd0ac9401 [DPO Training] pass tracker name as argument (#6542)
pass tracker name as argumentw
2024-01-12 09:15:39 +05:30
Rahul Raman
2d1f2182cc example: Train Instruct pix2 pix with lora implementation (#6469)
* base template file - train_instruct_pix2pix.py

* additional import and parser argument requried for lora

* finetune only instructpix2pix model -- no need to include these layers

* inject lora layers

* freeze unet model -- only lora layers are trained

* training modifications to train only lora parameters

* store only lora parameters

* move train script to research project

* run quality and style code checks

* move train script to a new folder

* add README

* update README

* update references in README

---------

Co-authored-by: Rahul Raman <rahulraman@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-01-10 06:38:19 +05:30
Sayak Paul
a483a8eddf Rename REAMDE.md to README.md 2024-01-05 20:49:44 +05:30
Sayak Paul
2a97067b84 [Experimental] Diffusion LoRA DPO training (#6422)
* add: experimental script for diffusion dpo training.

* random_crop cli.

* fix: caption tokenization.

* fix: pixel_values index.

* fix: grad?

* debug

* fix: reduction.

* fixes in the loss calculation.

* style

* fix: unwrap call.

* fix: validation inference.

* add: initial sdxl script

* debug

* make sure images in the tuple are of same res

* fix model_max_length

* report print

* boom

* fix: numerical issues.

* fix: resolution

* comment about resize.

* change the order of the training transformation.

* save call.

* debug

* remove print

* manually detaching necessary?

* use the same vae for validation.

* add: readme.
2024-01-05 16:40:06 +05:30
Sayak Paul
d700140076 [LoRA deprecation] handle rest of the stuff related to deprecated lora stuff. (#6426)
* handle rest of the stuff related to deprecated lora stuff.

* fix: copies

* don't modify the uNet in-place.

* fix: temporal autoencoder.

* manually remove lora layers.

* don't copy unet.

* alright

* remove lora attn processors from unet3d

* fix: unet3d.

* styl

* Empty-Commit
2024-01-03 20:54:09 +05:30
gzguevara
9f283b01d2 changed w&b report link (#6387) 2023-12-29 19:49:11 +05:30
gzguevara
e7044a4221 multi-subject-dreambooth-inpainting with 🤗 datasets (#6378)
* files added

* fixing code quality

* fixing code quality

* fixing code quality

* fixing code quality

* sorted import block

* seperated import wandb

* ruff on script

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-12-29 09:33:49 +05:30
Dhruv Nair
c1e8bdf1d4 Move ControlNetXS into Community Folder (#6316)
* update

* update

* update

* update

* update

* make style

* remove docs

* update

* move to research folder.

* fix-copies

* remove _toctree entry.

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-12-27 08:15:23 +05:30
dependabot[bot]
0532cece97 Bump transformers from 4.34.0 to 4.36.0 in /examples/research_projects/realfill (#6255)
Bump transformers in /examples/research_projects/realfill

Bumps [transformers](https://github.com/huggingface/transformers) from 4.34.0 to 4.36.0.
- [Release notes](https://github.com/huggingface/transformers/releases)
- [Commits](https://github.com/huggingface/transformers/compare/v4.34.0...v4.36.0)

---
updated-dependencies:
- dependency-name: transformers
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2023-12-21 09:03:17 +05:30