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904 Commits

Author SHA1 Message Date
Sayak Paul
3bf5400a64 Update sana.md with minor corrections (#10232) 2024-12-16 10:26:06 +05:30
Junsong Chen
5a196e3d46 [Sana] Add Sana, including SanaPipeline, SanaPAGPipeline, LinearAttentionProcessor, Flow-based DPM-sovler and so on. (#9982) 
* 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

* 1. add DCAE into diffusers;
2. make style and make quality;

* add DCAE_HF into diffusers;

* bug fixed;

* add SanaPipeline, SanaTransformer2D into diffusers;

* add sanaLinearAttnProcessor2_0;

* first update for SanaTransformer;

* first update for SanaPipeline;

* first success run SanaPipeline;

* model output finally match with original model with the same intput;

* code update;

* code update;

* add a flow dpm-solver scripts

* πŸŽ‰[important update]
1. Integrate flow-dpm-sovler into diffusers;
2. finally run successfully on both `FlowMatchEulerDiscreteScheduler` and `FlowDPMSolverMultistepScheduler`;

* πŸŽ‰πŸ”§[important update & fix huge bugs!!]
1. add SanaPAGPipeline & several related Sana linear attention operators;
2. `SanaTransformer2DModel` not supports multi-resolution input;
2. fix the multi-scale HW bugs in SanaPipeline and SanaPAGPipeline;
3. fix the flow-dpm-solver set_timestep() init `model_output` and `lower_order_nums` bugs;

* remove prints;

* add convert sana official checkpoint to diffusers format Safetensor.

* Update src/diffusers/models/transformers/sana_transformer_2d.py

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

* Update src/diffusers/models/transformers/sana_transformer_2d.py

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

* Update src/diffusers/models/transformers/sana_transformer_2d.py

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

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

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

* Update src/diffusers/models/transformers/sana_transformer_2d.py

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

* Update src/diffusers/models/transformers/sana_transformer_2d.py

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

* Update src/diffusers/pipelines/sana/pipeline_sana.py

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

* Update src/diffusers/pipelines/sana/pipeline_sana.py

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

* update Sana for DC-AE's recent commit;

* make style && make quality

* Add StableDiffusion3PAGImg2Img Pipeline + Fix SD3 Unconditional PAG (#9932)

* fix progress bar updates in SD 1.5 PAG Img2Img pipeline

---------

Co-authored-by: Vinh H. Pham <phamvinh257@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* make the vae can be None in `__init__` of `SanaPipeline`

* Update src/diffusers/models/transformers/sana_transformer_2d.py

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

* change the ae related code due to the latest update of DCAE branch;

* change the ae related code due to the latest update of DCAE branch;

* 1. change code based on AutoencoderDC;
2. fix the bug of new GLUMBConv;
3. run success;

* update for solving conversation.

* 1. fix bugs and run convert script success;
2. Downloading ckpt from hub automatically;

* make style && make quality;

* 1. remove un-unsed parameters in init;
2. code update;

* remove test file

* refactor; add docs; add tests; update conversion script

* make style

* make fix-copies

* refactor

* udpate pipelines

* pag tests and refactor

* remove sana pag conversion script

* handle weight casting in conversion script

* update conversion script

* add a processor

* 1. add bf16 pth file path;
2. add complex human instruct in pipeline;

* fix fast \tests

* change gemma-2-2b-it ckpt to a non-gated repo;

* fix the pth path bug in conversion script;

* change grad ckpt to original; make style

* fix the complex_human_instruct bug and typo;

* remove dpmsolver flow scheduler

* apply review suggestions

* change the `FlowMatchEulerDiscreteScheduler` to default `DPMSolverMultistepScheduler` with flow matching scheduler.

* fix the tokenizer.padding_side='right' bug;

* update docs

* make fix-copies

* fix imports

* fix docs

* add integration test

* update docs

* update examples

* fix convert_model_output in schedulers

* fix failing tests

---------

Co-authored-by: Junyu Chen <chenjydl2003@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@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>
Co-authored-by: hlky <hlky@hlky.ac>
 2024-12-16 02:16:56 +05:30
Aryan
96c376a5ff [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>
 2024-12-12 16:21:28 +05:30
hlky
914a585be8 Add ControlNetUnion (#10131) 
* ControlNetUnion model
 2024-12-11 07:07:50 -10:00
Dhruv Nair
ad40e26515 [Single File] Add single file support for AutoencoderDC (#10183) 
* update

* update

* update
 2024-12-11 16:57:36 +05:30
Darshil Jariwala
65b98b5da4 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>
 2024-12-10 21:06:31 +00:00
Aryan
49a9143479 Flux Control LoRA (#9999) 
* update


---------

Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-12-10 09:08:13 -10:00
Junsong Chen
cd892041e2 [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>
 2024-12-07 01:01:51 +05:30
Aritra Roy Gosthipaty
bf64b32652 [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>
 2024-12-05 13:54:03 -08:00
Steven Liu
0d11ab26c4 [docs] load_lora_adapter (#10119) 
* load_lora_adapter

* save

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-12-05 08:00:03 +05:30
Benjamin Paine
63b631f383 Add StableDiffusion3PAGImg2Img Pipeline + Fix SD3 Unconditional PAG (#9932) 
* fix progress bar updates in SD 1.5 PAG Img2Img pipeline



---------

Co-authored-by: Vinh H. Pham <phamvinh257@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-12-02 21:39:47 -10:00
Lucain
0763a7edf4 Let server decide default repo visibility (#10047) 2024-12-02 17:15:46 -10:00
ChG
c44fba8899 fix link in the docs (#10058) 
* fix link in the docs

* fix same issue for ko
 2024-12-02 11:45:12 -08:00
Parag Ekbote
922c5f5c3c Fixed Nits in Evaluation Docs (#10063) 
Minor fixes and script improvement in evaluation
docs.
 2024-12-02 10:50:00 -08:00
Álvaro Somoza
fdec8bd675 Change image_gen_aux repository URL (#10048) 
change image_gen_aux repo url
 2024-11-28 12:57:55 -05:00
Aryan
ad5ecd1251 [docs] Fix CogVideoX table (#10008) 
* fix

* fix
 2024-11-26 09:14:14 -08:00
Sayak Paul
047bf49291 [Docs] add: missing pipelines from the spec. (#10005) 
add: missing pipelines from the spec.
 2024-11-25 00:27:59 -10:00
Aryan
7ac6e286ee Flux Fill, Canny, Depth, Redux (#9985) 
* update

---------

Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-11-23 01:41:25 -10:00
Yuxuan.Zhang
3b2830618d CogVideoX 1.5 (#9877) 
* CogVideoX1_1PatchEmbed test

* 1360 * 768

* refactor

* make style

* update docs

* add modeling tests for cogvideox 1.5

* update

* make fix-copies

* add ofs embed(for convert)

* add ofs embed(for convert)

* more resolution for cogvideox1.5-5b-i2v

* use even number of latent frames only

* update pipeline implementations

* make style

* set patch_size_t as None by default

* #skip frames 0

* refactor

* make style

* update docs

* fix ofs_embed

* update docs

* invert_scale_latents

* update

* fix

* Update docs/source/en/api/pipelines/cogvideox.md

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

* Update docs/source/en/api/pipelines/cogvideox.md

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

* Update docs/source/en/api/pipelines/cogvideox.md

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

* Update docs/source/en/api/pipelines/cogvideox.md

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

* Update src/diffusers/models/transformers/cogvideox_transformer_3d.py

* update conversion script

* remove copied from

* fix test

* Update docs/source/en/api/pipelines/cogvideox.md

* Update docs/source/en/api/pipelines/cogvideox.md

* Update docs/source/en/api/pipelines/cogvideox.md

* Update docs/source/en/api/pipelines/cogvideox.md

---------

Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-11-19 00:56:34 +05:30
Grant Sherrick
c3c94fe71b Add server example (#9918) 
* Add server example.

* Minor updates to README.

* Add fixes after local testing.

* Apply suggestions from code review

Updates to README from code review

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

* More doc updates.

* Maybe this will work to build the docs correctly?

* Fix style issues.

* Fix toc.

* Minor reformatting.

* Move docs to proper loc.

* Fix missing tick.

* Apply suggestions from code review

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

* Sync docs changes back to README.

* Very minor update to docs to add space.

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-11-18 09:26:13 -08:00
Pakkapon Phongthawee
40ab1c03f3 add depth controlnet sd3 pre-trained checkpoints to docs (#9937) 2024-11-16 18:36:01 +05:30
Sayak Paul
ded3db164b [Core] introduce controlnet module (#8768) 
* move vae flax module.

* controlnet module.

* prepare for PR.

* revert a commit

* gracefully deprecate controlnet deps.

* fix

* fix doc path

* fix-copies

* fix path

* style

* style

* conflicts

* fix

* fix-copies

* sparsectrl.

* updates

* fix

* updates

* updates

* updates

* fix

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
 2024-11-06 22:08:55 -04:00
Vahid Askari
a03bf4a531 Fix: Remove duplicated comma in distributed_inference.md (#9868) 
Fix: Remove duplicated comma

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-11-05 23:37:11 +01:00
Aryan
3f329a426a [core] Mochi T2V (#9769) 
* update

* udpate

* update transformer

* make style

* fix

* add conversion script

* update

* fix

* update

* fix

* update

* fixes

* make style

* update

* update

* update

* init

* update

* update

* add

* up

* up

* up

* update

* mochi transformer

* remove original implementation

* make style

* update inits

* update conversion script

* docs

* Update src/diffusers/pipelines/mochi/pipeline_mochi.py

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

* Update src/diffusers/pipelines/mochi/pipeline_mochi.py

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

* fix docs

* pipeline fixes

* make style

* invert sigmas in scheduler; fix pipeline

* fix pipeline num_frames

* flip proj and gate in swiglu

* make style

* fix

* make style

* fix tests

* latent mean and std fix

* update

* cherry-pick 1069d210e1

* remove additional sigma already handled by flow match scheduler

* fix

* remove hardcoded value

* replace conv1x1 with linear

* Update src/diffusers/pipelines/mochi/pipeline_mochi.py

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

* framewise decoding and conv_cache

* make style

* Apply suggestions from code review

* mochi vae encoder changes

* rebase correctly

* Update scripts/convert_mochi_to_diffusers.py

* fix tests

* fixes

* make style

* update

* make style

* update

* add framewise and tiled encoding

* make style

* make original vae implementation behaviour the default; note: framewise encoding does not work

* remove framewise encoding implementation due to presence of attn layers

* fight test 1

* fight test 2

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: yiyixuxu <yixu310@gmail.com>
 2024-11-05 20:33:41 +05:30
YiYi Xu
d2e5cb3c10 Revert "[LoRA] fix: lora loading when using with a device_mapped mode… (#9823) 
Revert "[LoRA] fix: lora loading when using with a device_mapped model. (#9449)"

This reverts commit 41e4779d98.
 2024-10-31 08:19:32 -10:00
Sayak Paul
41e4779d98 [LoRA] fix: lora loading when using with a device_mapped model. (#9449) 
* fix: lora loading when using with a device_mapped model.

* better attibutung

* empty

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

* Apply suggestions from code review

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

* minors

* better error messages.

* fix-copies

* add: tests, docs.

* add hardware note.

* quality

* Update docs/source/en/training/distributed_inference.md

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

* fixes

* skip properly.

* fixes

---------

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-10-31 21:17:41 +05:30
Aryan
0d1d267b12 [core] Allegro T2V (#9736) 
* update

* refactor transformer part 1

* refactor part 2

* refactor part 3

* make style

* refactor part 4; modeling tests

* make style

* refactor part 5

* refactor part 6

* gradient checkpointing

* pipeline tests (broken atm)

* update

* add coauthor

Co-Authored-By: Huan Yang <hyang@fastmail.com>

* refactor part 7

* add docs

* make style

* add coauthor

Co-Authored-By: YiYi Xu <yixu310@gmail.com>

* make fix-copies

* undo unrelated change

* revert changes to embeddings, normalization, transformer

* refactor part 8

* make style

* refactor part 9

* make style

* fix

* apply suggestions from review

* Apply suggestions from code review

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

* update example

* remove attention mask for self-attention

* update

* copied from

* update

* update

---------

Co-authored-by: Huan Yang <hyang@fastmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-10-29 13:14:36 +05:30
Jingya HUANG
52d4449810 Add a doc for AWS Neuron in Diffusers (#9766) 
* start draft

* add doc

* Update docs/source/en/optimization/neuron.md

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

* Update docs/source/en/optimization/neuron.md

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

* Update docs/source/en/optimization/neuron.md

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

* Update docs/source/en/optimization/neuron.md

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

* Update docs/source/en/optimization/neuron.md

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

* Update docs/source/en/optimization/neuron.md

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

* Update docs/source/en/optimization/neuron.md

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

* bref intro of ON

* Update docs/source/en/optimization/neuron.md

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

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-10-25 08:24:58 -07:00
Dhruv Nair
0d9d98fe5f Fix typos (#9739) 
* update

* update

* update

* update

* update

* update
 2024-10-22 16:12:28 +05:30
Sayak Paul
60ffa84253 [bitsandbbytes] follow-ups (#9730) 
* bnb follow ups.

* add a warning when dtypes mismatch.

* fx-copies

* clear cache.

* check_if_quantized_param

* add a check on shape.

* updates

* docs

* improve readability.

* resources.

* fix
 2024-10-22 16:00:05 +05:30
YiYi Xu
e2d037bbf1 minor doc/test update (#9734) 
* update some docs and tests!

---------

Co-authored-by: Aryan <contact.aryanvs@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: apolinΓ‘rio <joaopaulo.passos@gmail.com>
 2024-10-21 13:06:13 -10:00
Sayak Paul
d27ecc5960 [Docs] docs to xlabs controlnets. (#9688) 
* docs to xlabs controlnets.

Co-authored-by: Anzhella Pankratova <son0shad@gmail.com>

* Apply suggestions from code review

Co-authored-by: Anzhella Pankratova <54744846+Anghellia@users.noreply.github.com>

---------

Co-authored-by: Anzhella Pankratova <son0shad@gmail.com>
Co-authored-by: Anzhella Pankratova <54744846+Anghellia@users.noreply.github.com>
 2024-10-21 09:38:22 -07:00
Sayak Paul
b821f006d0 [Quantization] Add quantization support for bitsandbytes (#9213) 
* quantization config.

* fix-copies

* fix

* modules_to_not_convert

* add bitsandbytes utilities.

* make progress.

* fixes

* quality

* up

* up

rotary embedding refactor 2: update comments, fix dtype for use_real=False (#9312)

fix notes and dtype

up

up

* minor

* up

* up

* fix

* provide credits where due.

* make configurations work.

* fixes

* fix

* update_missing_keys

* fix

* fix

* make it work.

* fix

* provide credits to transformers.

* empty commit

* handle to() better.

* tests

* change to bnb from bitsandbytes

* fix tests

fix slow quality tests

SD3 remark

fix

complete int4 tests

add a readme to the test files.

add model cpu offload tests

warning test

* better safeguard.

* change merging status

* courtesy to transformers.

* move  upper.

* better

* make the unused kwargs warning friendlier.

* harmonize changes with https://github.com/huggingface/transformers/pull/33122

* style

* trainin tests

* feedback part i.

* Add Flux inpainting and Flux Img2Img (#9135)

---------

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

Update `UNet2DConditionModel`'s error messages (#9230)

* refactor

[CI] Update Single file Nightly Tests (#9357)

* update

* update

feedback.

improve README for flux dreambooth lora (#9290)

* improve readme

* improve readme

* improve readme

* improve readme

fix one uncaught deprecation warning for accessing vae_latent_channels in VaeImagePreprocessor (#9372)

deprecation warning vae_latent_channels

add mixed int8 tests and more tests to nf4.

[core] Freenoise memory improvements (#9262)

* update

* implement prompt interpolation

* make style

* resnet memory optimizations

* more memory optimizations; todo: refactor

* update

* update animatediff controlnet with latest changes

* refactor chunked inference changes

* remove print statements

* update

* chunk -> split

* remove changes from incorrect conflict resolution

* remove changes from incorrect conflict resolution

* add explanation of SplitInferenceModule

* update docs

* Revert "update docs"

This reverts commit c55a50a271.

* update docstring for freenoise split inference

* apply suggestions from review

* add tests

* apply suggestions from review

quantization docs.

docs.

* Revert "Add Flux inpainting and Flux Img2Img (#9135)"

This reverts commit 5799954dd4.

* tests

* don

* Apply suggestions from code review

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

* contribution guide.

* changes

* empty

* fix tests

* harmonize with https://github.com/huggingface/transformers/pull/33546.

* numpy_cosine_distance

* config_dict modification.

* remove if config comment.

* note for load_state_dict changes.

* float8 check.

* quantizer.

* raise an error for non-True low_cpu_mem_usage values when using quant.

* low_cpu_mem_usage shenanigans when using fp32 modules.

* don't re-assign _pre_quantization_type.

* make comments clear.

* remove comments.

* handle mixed types better when moving to cpu.

* add tests to check if we're throwing warning rightly.

* better check.

* fix 8bit test_quality.

* handle dtype more robustly.

* better message when keep_in_fp32_modules.

* handle dtype casting.

* fix dtype checks in pipeline.

* fix warning message.

* Update src/diffusers/models/modeling_utils.py

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

* mitigate the confusing cpu warning

---------

Co-authored-by: Vishnu V Jaddipal <95531133+Gothos@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-10-21 10:11:57 +05:30
Aryan
8cabd4a0db [pipeline] CogVideoX-Fun Control (#9671) 
* cogvideox-fun control

* make style

* make fix-copies

* karras schedulers

* Update src/diffusers/pipelines/cogvideo/pipeline_cogvideox_fun_control.py

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

* Update docs/source/en/api/pipelines/cogvideox.md

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

* apply suggestions from review

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-10-16 16:21:09 +05:30
glide-the
0d935df67d Docs: CogVideoX (#9578) 
* CogVideoX docs


---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-10-15 14:41:56 -10:00
Yuxuan.Zhang
8d81564b27 CogView3Plus DiT (#9570) 
* merge 9588

* max_shard_size="5GB" for colab running

* conversion script updates; modeling test; refactor transformer

* make fix-copies

* Update convert_cogview3_to_diffusers.py

* initial pipeline draft

* make style

* fight bugs πŸ›πŸͺ³

* add example

* add tests; refactor

* make style

* make fix-copies

* add co-author

YiYi Xu <yixu310@gmail.com>

* remove files

* add docs

* add co-author

Co-Authored-By: YiYi Xu <yixu310@gmail.com>

* fight docs

* address reviews

* make style

* make model work

* remove qkv fusion

* remove qkv fusion tets

* address review comments

* fix make fix-copies error

* remove None and TODO

* for FP16(draft)

* make style

* remove dynamic cfg

* remove pooled_projection_dim as a parameter

* fix tests

---------

Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-10-14 19:30:36 +05:30
Jinzhe Pan
6a5f06488c [docs] Fix xDiT doc image damage (#9655) 
* docs: fix xDiT doc image damage

* doc: move xdit images to hf dataset

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-10-12 13:05:07 +05:30
SahilCarterr
af28ae2d5b add PAG support for SD Img2Img (#9463) 
* added pag to sd img2img pipeline


---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-10-09 10:40:58 -10:00
Sayak Paul
31058cdaef [LoRA] allow loras to be loaded with low_cpu_mem_usage. (#9510) 
* allow loras to be loaded with low_cpu_mem_usage.

* add flux support but note https://github.com/huggingface/diffusers/pull/9510\#issuecomment-2378316687

* low_cpu_mem_usage.

* fix-copies

* fix-copies again

* tests

* _LOW_CPU_MEM_USAGE_DEFAULT_LORA

* _peft_version default.

* version checks.

* version check.

* version check.

* version check.

* require peft 0.13.1.

* explicitly specify low_cpu_mem_usage=False.

* docs.

* transformers version 4.45.2.

* update

* fix

* empty

* better name initialize_dummy_state_dict.

* doc todos.

* Apply suggestions from code review

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

* style

* fix-copies

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-10-09 10:57:16 +05:30
Sayak Paul
63a5c8742a Update distributed_inference.md to include transformer.device_map (#9553) 
* Update distributed_inference.md to include `transformer.device_map`

* Update docs/source/en/training/distributed_inference.md

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

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-10-08 08:03:51 +05:30
JuanCarlosPi
33fafe3d14 Add PAG support to StableDiffusionControlNetPAGInpaintPipeline (#8875) 
* Add pag to controlnet inpainting pipeline


---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-09-30 20:04:42 -10:00
hlky
c4a8979f30 Add beta sigmas to other schedulers and update docs (#9538) 2024-09-30 09:00:54 -10:00
v2ray
aa3c46d99a [Doc] Improved level of clarity for latents_to_rgb. (#9529) 
Fixed latents_to_rgb doc.

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
 2024-09-25 19:26:58 -03:00
Steven Liu
d9c969172d [docs] Model sharding (#9521) 
* flux shard

* feedback
 2024-09-25 09:33:54 -07:00
Lee Penkman
065ce07ac3 Update community_projects.md (#9266) 2024-09-25 08:54:36 -07:00
hlky
b52684c3ed Add exponential sigmas to other schedulers and update docs (#9518) 2024-09-24 14:50:12 -10:00
LukeLin
2b5bc5be0b [Doc] Fix path and and also import imageio (#9506) 
* Fix bug

* import imageio
 2024-09-23 16:47:34 -07:00
hlky
19547a5734 Add Noise Schedule/Schedule Type to Schedulers Overview documentation (#9504) 
* Add Noise Schedule/Schedule Type to Schedulers Overview docs

* Update docs/source/en/api/schedulers/overview.md

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

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2024-09-23 16:39:55 -07:00
Aryan
ba06124e4a Remove CogVideoX mentions from single file docs; Test updates (#9444) 
* remove mentions from single file

* update tests

* update
 2024-09-17 10:05:45 -10:00
Subho Ghosh
bb1b0fa1f9 Feature flux controlnet img2img and inpaint pipeline (#9408) 
* Implemented FLUX controlnet support to Img2Img pipeline
 2024-09-17 09:43:54 -10:00