Commit Graph

4820 Commits

Author SHA1 Message Date
hlky 20f2d062d6 Remove negative_* from SDXL callback (#10203)
* Remove `negative_*` from SDXL callback

* Change example and add XL version
2024-12-23 13:02:19 +05:30
Pauline Bailly-Masson 5fe30d94ff Ci update tpu (#10197)
* Update nightly_tests.yml for TPU CI

* Update push_tests.yml
2024-12-23 13:02:19 +05:30
Aryan 0bd5bc0cfb [core] LTX Video (#10021)
* 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>
2024-12-23 13:02:19 +05:30
Sayak Paul dd8da2d1e8 [WIP][Training] Flux Control LoRA training script (#10130)
* 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 73cfc519c9.

* 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>
2024-12-23 13:02:19 +05:30
Sayak Paul 2886506d31 [CI] merge peft pr workflow into the main pr workflow. (#10042)
* merge peft pr workflow into the main pr workflow.

* remove latest

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2024-12-23 13:02:19 +05:30
Sayak Paul 85766759a7 [LoRA] add a test to ensure set_adapters() and attn kwargs outs match (#10110)
* 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.

---------

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
2024-12-23 13:02:19 +05:30
Canva 495cfdadde Add support for XFormers in SD3 (#8583)
* 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>
2024-12-23 13:02:19 +05:30
Ethan Smith f5d7e319c0 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>
2024-12-23 13:02:19 +05:30
hlky bcabac2914 Add ControlNetUnion (#10131)
* ControlNetUnion model
2024-12-23 13:02:18 +05:30
Dhruv Nair 93dfaec4a9 [Single File] Add single file support for AutoencoderDC (#10183)
* update

* update

* update
2024-12-23 13:02:18 +05:30
SahilCarterr d1411b305f Added Error when len(gligen_images ) is not equal to len(gligen_phrases) in StableDiffusionGLIGENTextImagePipeline (#10176)
* added check value error

* fix style
2024-12-23 13:02:18 +05:30
Jonathan Yin d38bca7765 Fix Nonetype attribute error when loading multiple Flux loras (#10182)
Fix Nonetype attribute error
2024-12-23 13:02:18 +05:30
Linoy Tsaban d6bc975868 [community pipeline rf-inversion] - fix example in doc (#10179)
* fix example in doc

* remove redundancies

* change param
2024-12-23 13:02:18 +05:30
Darshil Jariwala a7ab84ea16 Add PAG Support for Stable Diffusion Inpaint Pipeline (#9386)
* 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>
2024-12-23 13:02:18 +05:30
Aryan 7c4bfa64b1 Flux Control LoRA (#9999)
* update


---------

Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:18 +05:30
hlky 9b031cc829 Use torch in get_3d_rotary_pos_embed/_allegro (#10161)
Use torch in get_3d_rotary_pos_embed/_allegro
2024-12-23 13:02:18 +05:30
Soof Golan 641eebf784 Improve post-processing performance (#10170)
* Use multiplication instead of division
* Add fast path when denormalizing all or none of the images
2024-12-23 13:02:18 +05:30
Linoy Tsaban 42159b7c6a [community pipeline] Add RF-inversion Flux pipeline (#9816)
* 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>
2024-12-23 13:02:18 +05:30
Aryan 6816ee2406 [Single file] Support revision argument when loading single file config (#10168)
update
2024-12-23 13:02:18 +05:30
Yu Zheng 3271d389bc support sd3.5 for controlnet example (#9860)
* support sd3.5 in controlnet

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-12-23 13:02:18 +05:30
Juan Acevedo 24a8d2d872 Update ptxla training (#9864)
* 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>
2024-12-23 13:02:18 +05:30
Sayak Paul e179be2ca3 [LoRA] depcrecate save_attn_procs(). (#10126)
depcrecate save_attn_procs().
2024-12-23 13:02:18 +05:30
zhangp365 1feae4160e fixed a dtype bfloat16 bug in torch_utils.py (#10125)
* 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

---------

Co-authored-by: hlky <hlky@hlky.ac>
2024-12-23 13:02:18 +05:30
Junsong Chen 1d9eb2c1d9 [DC-AE] Add the official Deep Compression Autoencoder code(32x,64x,128x compression ratio); (#9708)
* 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>
2024-12-23 13:02:18 +05:30
suzukimain d54c70bcf6 [community] Load Models from Sources like Civitai into Existing Pipelines (#9986)
* 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>
2024-12-23 13:02:18 +05:30
Aryan b913ca1575 Remove duplicate checks for len(generator) != batch_size when generator is a list (#10134)
remove duplicate checks
2024-12-23 13:02:18 +05:30
Aritra Roy Gosthipaty d0b901017a [Guide] Quantize your Diffusion Models with bnb (#10012)
* 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>
2024-12-23 13:02:18 +05:30
SahilCarterr b49984081e [FIX] Bug in FluxPosEmbed (#10115)
* Fix get_1d_rotary_pos_embed in embedding.py

* Update embeddings.py

---------

Co-authored-by: hlky <hlky@hlky.ac>
2024-12-23 13:02:18 +05:30
Sayak Paul 9fcf353c80 [Tests] xfail incompatible SD configs. (#10127)
* xfail incompatible SD configs.

* fix
2024-12-23 13:02:18 +05:30
Sayak Paul 863dcc3b37 [Tests] fix condition argument in xfail. (#10099)
* fix condition argument in xfail.

* revert init changes.
2024-12-23 13:02:18 +05:30
Aryan 6bf8b2bf97 Use torch.device instead of current device index for BnB quantizer (#10069)
* update

* apply review suggestion

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:18 +05:30
Steven Liu 98413880d8 [docs] load_lora_adapter (#10119)
* load_lora_adapter

* save

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:18 +05:30
YiYi Xu 8fb2b6b5da pass attn mask arg for flux (#10122) 2024-12-23 13:02:18 +05:30
linjiapro 053a48dd43 Fix a bug for SD35 control net training and improve control net block index (#10065)
* wip

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-23 13:02:18 +05:30
zhangp365 ba0f59b47a Fix a bug in the state dict judgment in ip_adapter.py. (#10095)
* fix a judging state dict bug in ip_adapter.py

* make

---------

Co-authored-by: hlky <hlky@hlky.ac>
2024-12-23 13:02:18 +05:30
Linoy Tsaban 8dff843847 [Flux Redux] add prompt & multiple image input (#10056)
* add multiple prompts to flux redux

---------

Co-authored-by: hlky <hlky@hlky.ac>
2024-12-23 13:02:18 +05:30
hlky 488b2a62e7 Add sigmas to pipelines using FlowMatch (#10116) 2024-12-23 13:02:18 +05:30
Parag Ekbote 48d9c0908b Fix Broken Links in ReadMe (#10117)
Update broken links in ReadME.
2024-12-23 13:02:18 +05:30
Sayak Paul 57acfe7180 [bitsandbytes] allow directly CUDA placements of pipelines loaded with bnb components (#9840)
* 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

---------

Co-authored-by: Emmanuel Benazera <emmanuel.benazera@jolibrain.com>
2024-12-23 13:02:18 +05:30
hlky f80510b47a Fix pipeline_stable_audio formating (#10114) 2024-12-23 13:02:18 +05:30
fancy45daddy de77e2236d add torch_xla support in pipeline_stable_audio.py (#10109)
Update pipeline_stable_audio.py
2024-12-23 13:02:18 +05:30
Sayak Paul c71bdb70e5 [tests] refactor vae tests (#9808)
* add: autoencoderkl tests

* autoencodertiny.

* fix

* asymmetric autoencoder.

* more

* integration tests for stable audio decoder.

* consistency decoder vae tests

* remove grad check from consistency decoder.

* cog

* bye test_models_vae.py

* fix

* fix

* remove allegro

* fixes

* fixes

* fixes

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2024-12-23 13:02:18 +05:30
Ivan Skorokhodov c33fd8b5ef Use parameters + buffers when deciding upscale_dtype (#9882)
Sometimes, the decoder might lack parameters and only buffers (e.g., this happens when we manually need to convert all the parameters to buffers — e.g. to avoid packing fp16 and fp32 parameters with FSDP)
2024-12-23 13:02:18 +05:30
hlky e50b36f759 Test skip_guidance_layers in SD3 pipeline (#10102)
* Test `skip_guidance_layers` in pipelines

* Move to test_pipeline_stable_diffusion_3
2024-12-23 13:02:18 +05:30
hlky 2f68e52db5 Fix multi-prompt inference (#10103)
* Fix multi-prompt inference

Fix generation of multiple images with multiple prompts, e.g len(prompts)>1, num_images_per_prompt>1

* make

* fix copies

---------

Co-authored-by: Nikita Balabin <nikita@mxl.ru>
2024-12-23 13:02:18 +05:30
Anand Kumar 69acaeec4b [Bug fix] "previous_timestep()" in DDPM scheduling compatible with "trailing" and "linspace" options (#9384)
* Update scheduling_ddpm.py

* fix copies

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: hlky <hlky@hlky.ac>
2024-12-23 13:02:18 +05:30
lsb 94ee4c1f0a Avoid compiling a progress bar. (#10098)
* Avoid creating a progress bar when it is disabled.

This is useful when exporting a pipeline, and allows a compiler to avoid trying to compile away tqdm.

* Prevent the PyTorch compiler from compiling progress bars.

* Update pipeline_utils.py
2024-12-23 13:02:18 +05:30
aihao 70557b92f2 update (#7067)
* add data_dir parameter to load_dataset

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: hlky <hlky@hlky.ac>
2024-12-23 13:02:18 +05:30
StAlKeR7779 af7efa0454 DPM++ third order fixes (#9104)
* Fix wrong output on 3n-1 steps count

* Add sde handling to 3 order

* make

* copies

---------

Co-authored-by: hlky <hlky@hlky.ac>
2024-12-23 13:02:18 +05:30
Parag Ekbote a9f8f2ea87 Fix Broken Link in Optimization Docs (#10105)
Update broken link.
2024-12-23 13:02:18 +05:30