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* Remove `negative_*` from SDXL callback

* Change example and add XL version

* Update nightly_tests.yml for TPU CI

* Update push_tests.yml

* transformer

* make style & make fix-copies

* transformer

* add transformer tests

* 80% vae

* make style

* make fix-copies

* fix

* undo cogvideox changes

* update

* update

* match vae

* add docs

* t2v pipeline working; scheduler needs to be checked

* docs

* add pipeline test

* update

* update

* make fix-copies

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* update

* copy t2v to i2v pipeline

* update

* apply review suggestions

* update

* make style

* remove framewise encoding/decoding

* pack/unpack latents

* image2video

* update

* make fix-copies

* update

* update

* rope scale fix

* debug layerwise code

* remove debug

* Apply suggestions from code review
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* propagate precision changes to i2v pipeline

* remove downcast

* address review comments

* fix comment

* address review comments

* [Single File] LTX support for loading original weights (#10135)

* from original file mixin for ltx

* undo config mapping fn changes

* update

* add single file to pipelines

* update docs

* Update src/diffusers/models/autoencoders/autoencoder_kl_ltx.py

* Update src/diffusers/models/autoencoders/autoencoder_kl_ltx.py

* rename classes based on ltx review

* point to original repository for inference

* make style

* resolve conflicts correctly

---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* update

* add

* update

* add control-lora conversion script; make flux loader handle norms; fix rank calculation assumption

* control lora updates

* remove copied-from

* create separate pipelines for flux control

* make fix-copies

* update docs

* add tests

* fix

* Apply suggestions from code review
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* remove control lora changes

* apply suggestions from review

* Revert "remove control lora changes"

This reverts commit 73cfc519c9b99b7dc3251cc6a90a5db3056c4819.

* update

* update

* improve log messages

* updates.

* updates

* support register_config.

* fix

* fix

* fix

* updates

* updates

* updates

* fix-copies

* fix

* apply suggestions from review

* add tests

* remove conversion script; enable on-the-fly conversion

* bias -> lora_bias.

* fix-copies

* peft.py

* fix lora conversion

* changes
Co-authored-by: a-r-r-o-w <contact.aryanvs@gmail.com>

* fix-copies

* updates for tests

* fix

* alpha_pattern.

* add a test for varied lora ranks and alphas.

* revert changes in num_channels_latents = self.transformer.config.in_channels // 8

* revert moe

* add a sanity check on unexpected keys when loading norm layers.

* contro lora.

* fixes

* fixes

* fixes

* tests

* reviewer feedback

* fix

* proper peft version for lora_bias

* fix-copies

* updates

* updates

* updates

* remove debug code

* update docs

* integration tests

* nis

* fuse and unload.

* fix

* add slices.

* more updates.

* button up readme

* train()

* add full fine-tuning version.

* fixes

* Apply suggestions from code review
Co-authored-by: Aryan <aryan@huggingface.co>

* set_grads_to_none remove.

* readme

---------
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: a-r-r-o-w <contact.aryanvs@gmail.com>

* merge peft pr workflow into the main pr workflow.

* remove latest

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

* add a test to ensure set_adapters() and attn kwargs outs match

* remove print

* fix

* Apply suggestions from code review
Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

* assertFalse.

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Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

* Add support for XFormers in SD3

* sd3 xformers test

* sd3 xformers quality

* sd3 xformers update

---------
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* 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>

* ControlNetUnion model

* update

* update

* update

Added Error when len(gligen_images ) is not equal to len(gligen_phrases) in StableDiffusionGLIGENTextImagePipeline (#10176)

* added check value error

* fix style

Fix Nonetype attribute error

* fix example in doc

* remove redundancies

* change param

* using sd inpaint pipeline and sdxl pag inpaint pipeline to add changes

* using sd inpaint pipeline and sdxl pag inpaint pipeline to add changes

* finished the call function

* added auto pipeline

* merging diffusers

* ready to test

* ready to test

* added copied from and removed unnecessary tests

* make style changes

* doc changes

* updating example doc string

* style fix

* init

* adding imports

* quality

* Update src/diffusers/pipelines/pag/pipeline_pag_sd_inpaint.py

* make

* Update tests/pipelines/pag/test_pag_sd_inpaint.py

* slice and size

* slice

---------
Co-authored-by: Darshil Jariwala <darshiljariwala@Darshils-MacBook-Air.local>
Co-authored-by: Darshil Jariwala <jariwala.darshil2002@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: hlky <hlky@hlky.ac>

* update


---------
Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

Use torch in get_3d_rotary_pos_embed/_allegro

* Use multiplication instead of division
* Add fast path when denormalizing all or none of the images

* initial commit

* update denoising loop

* fix scheduling

* style

* fix import

* fixes

* fixes

* style

* fixes

* change invert

* change denoising & check inputs

* shape & timesteps fixes

* timesteps fixes

* style

* remove redundancies

* small changes

* update documentation a bit

* update documentation a bit

* update documentation a bit

* style

* change strength param, remove redundancies

* style

* forward ode loop change

* add inversion progress bar

* fix image_seq_len

* revert to strength but == 1 by default.

* style

* add "copied from..." comments

* credit authors

* make style

* return inversion outputs without self-assigning

* adjust denoising loop to generate regular images if inverted latents are not provided

* adjust denoising loop to generate regular images if inverted latents are not provided

* fix import

* comment

* remove redundant line

* modify comment on ti

* Update examples/community/pipeline_flux_rf_inversion.py
Co-authored-by: hlky <hlky@hlky.ac>

* Update examples/community/pipeline_flux_rf_inversion.py
Co-authored-by: hlky <hlky@hlky.ac>

* Update examples/community/pipeline_flux_rf_inversion.py
Co-authored-by: hlky <hlky@hlky.ac>

* Update examples/community/pipeline_flux_rf_inversion.py
Co-authored-by: hlky <hlky@hlky.ac>

* Update examples/community/pipeline_flux_rf_inversion.py
Co-authored-by: hlky <hlky@hlky.ac>

* Update examples/community/pipeline_flux_rf_inversion.py
Co-authored-by: hlky <hlky@hlky.ac>

* Update examples/community/pipeline_flux_rf_inversion.py
Co-authored-by: hlky <hlky@hlky.ac>

* fix syntax error

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

update

* support sd3.5 in controlnet

---------
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* update ptxla example

---------
Co-authored-by: Juan Acevedo <jfacevedo@google.com>
Co-authored-by: Pei Zhang <zpcore@gmail.com>
Co-authored-by: Pei Zhang <piz@google.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Pei Zhang <pei@Peis-MacBook-Pro.local>
Co-authored-by: hlky <hlky@hlky.ac>

depcrecate save_attn_procs().

* fixed a dtype bfloat16 bug in torch_utils.py

when generating 1024*1024 image with bfloat16 dtype, there is an exception:
  File "/opt/conda/lib/python3.10/site-packages/diffusers/utils/torch_utils.py", line 107, in fourier_filter
    x_freq = fftn(x, dim=(-2, -1))
RuntimeError: Unsupported dtype BFloat16

* remove whitespace in torch_utils.py

* Update src/diffusers/utils/torch_utils.py

* Update torch_utils.py

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Co-authored-by: hlky <hlky@hlky.ac>

* first add a script for DC-AE;

* DC-AE init

* replace triton with custom implementation

* 1. rename file and remove un-used codes;

* no longer rely on omegaconf and dataclass

* replace custom activation with diffuers activation

* remove dc_ae attention in attention_processor.py

* iinherit from ModelMixin

* inherit from ConfigMixin

* dc-ae reduce to one file

* update downsample and upsample

* clean code

* support DecoderOutput

* remove get_same_padding and val2tuple

* remove autocast and some assert

* update ResBlock

* remove contents within super().__init__

* Update src/diffusers/models/autoencoders/dc_ae.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* remove opsequential

* update other blocks to support the removal of build_norm

* remove build encoder/decoder project in/out

* remove inheritance of RMSNorm2d from LayerNorm

* remove reset_parameters for RMSNorm2d
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* remove device and dtype in RMSNorm2d __init__
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/models/autoencoders/dc_ae.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/models/autoencoders/dc_ae.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/models/autoencoders/dc_ae.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* remove op_list & build_block

* remove build_stage_main

* change file name to autoencoder_dc

* move LiteMLA to attention.py

* align with other vae decode output;

* add DC-AE into init files;

* update

* make quality && make style;

* quick push before dgx disappears again

* update

* make style

* update

* update

* fix

* refactor

* refactor

* refactor

* update

* possibly change to nn.Linear

* refactor

* make fix-copies

* replace vae with ae

* replace get_block_from_block_type to get_block

* replace downsample_block_type from Conv to conv for consistency

* add scaling factors

* incorporate changes for all checkpoints

* make style

* move mla to attention processor file; split qkv conv to linears

* refactor

* add tests

* from original file loader

* add docs

* add standard autoencoder methods

* combine attention processor

* fix tests

* update

* minor fix

* minor fix

* minor fix & in/out shortcut rename

* minor fix

* make style

* fix paper link

* update docs

* update single file loading

* make style

* remove single file loading support; todo for DN6

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* add abstract

---------
Co-authored-by: Junyu Chen <chenjydl2003@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: chenjy2003 <70215701+chenjy2003@users.noreply.github.com>
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Added example of model search.

* Combine processing into one file

* Add parameters for base model

* Bug Fixes

* bug fix

* Create README.md

* Update search_for_civitai_and_HF.py

* Create requirements.txt

* bug fix

* Update README.md

* bug fix

* Correction of typos

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* apply the changes

* Replace search_for_civitai_and_HF.py with pipeline_easy.py

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/model_search/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update README.md

* Organize the table of parameters

* Update README.md

* Update README.md

* Update README.md

* make style

* Fixing the style of pipeline

* Fix pipeline style

* fix

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

remove duplicate checks

* chore: initial draft

* Apply suggestions from code review
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* chore: link in place

* chore: review suggestions

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* chore: review suggestions

* Update docs/source/en/quantization/bitsandbytes.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* review suggestions

* chore: review suggestions

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* adding same changes to 4 bit section

* review suggestions

---------
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Fix get_1d_rotary_pos_embed in embedding.py

* Update embeddings.py

---------
Co-authored-by: hlky <hlky@hlky.ac>

* xfail incompatible SD configs.

* fix

* fix condition argument in xfail.

* revert init changes.

* update

* apply review suggestion

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

* load_lora_adapter

* save

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

* wip

---------
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* fix a judging state dict bug in ip_adapter.py

* make

---------
Co-authored-by: hlky <hlky@hlky.ac>

* add multiple prompts to flux redux

---------
Co-authored-by: hlky <hlky@hlky.ac>

Update broken links in ReadME.

* allow device placement when using bnb quantization.

* warning.

* tests

* fixes

* docs.

* require accelerate version.

* remove print.

* revert to()

* tests

* fixes

* fix: missing AutoencoderKL lora adapter (#9807)

* fix: missing AutoencoderKL lora adapter

* fix

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

* fixes

* fix condition test

* updates

* updates

* remove is_offloaded.

* fixes

* better

* empty

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Co-authored-by: Emmanuel Benazera <emmanuel.benazera@jolibrain.com>