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6946facf6913ff76fbb6aa48fd69802b55677d5f
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929 Commits

Author SHA1 Message Date
Rafie Walker
6946facf69 Implement SD3 loss weighting (#8528) 
* Add lognorm and cosmap weighting

* Implement mode sampling

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* keep timestamp sampling fully on cpu

---------

Co-authored-by: Kashif Rasul <kashif.rasul@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-06-16 20:15:50 +01:00
Jonathan Rahn
a899e42fc7 add sentencepiece to requirements.txt for SD3 dreambooth (#8538) 
* add `sentencepiece` requirement for SD3

add `sentencepiece` requirement

* Empty-Commit

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-06-14 22:48:36 +01:00
Sayak Paul
2e4841ef1e post release 0.29.0 (#8492) 
post release
 2024-06-13 06:14:20 -10:00
Haofan Wang
8bea943714 Update requirements_sd3.txt (#8521) 2024-06-13 17:02:17 +01:00
Ameer Azam
0240d4191a Update README_sd3.md (#8490) 
becasue in  Readme  it was not correct
train_dreambooth_sd3.py to train_dreambooth_lora_sd3
 2024-06-12 21:08:36 +01:00
Dhruv Nair
04717fd861 Add Stable Diffusion 3 (#8483) 
* up

* add sd3

* update

* update

* add tests

* fix copies

* fix docs

* update

* add dreambooth lora

* add LoRA

* update

* update

* update

* update

* import fix

* update

* Update src/diffusers/pipelines/stable_diffusion_3/pipeline_stable_diffusion_3.py

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

* import fix 2

* update

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

* update

* update

* update

* fix ckpt id

* fix more ids

* update

* missing doc

* Update src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py

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

* Update src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py

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

* Update docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_3.md

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

* Update docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_3.md

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

* update'

* fix

* update

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

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

* note on gated access.

* requirements

* licensing

---------

Co-authored-by: sayakpaul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-06-12 20:44:00 +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 CangΓΆz
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
satani99
352d96eb82 Modularize train_text_to_image_lora_sdxl inferencing during and after training in example (#8335) 
* Modularized the train_lora_sdxl file

* Modularized the train_lora_sdxl file

* Modularized the train_lora_sdxl file

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-31 04:52:22 +05:30
Genius Patrick
3511a9623f fix(training): lr scheduler doesn't work properly in distributed scenarios (#8312) 2024-05-30 15:23:19 +05:30
Tolga CangΓΆz
a2ecce26bc Fix Copying Mechanism typo/bug (#8232) 
* Fix copying mechanism typos

* fix copying mecha

* Revert, since they are in TODO

* Fix copying mechanism
 2024-05-29 09:37:18 -07:00
satani99
3bc3b48c10 Modularize train_text_to_image_lora SD inferencing during and after training in example (#8283) 
* Modularized the train_lora file

* Modularized the train_lora file

* Modularized the train_lora file

* Modularized the train_lora file

* Modularized the train_lora file

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-29 10:08:02 +05:30
Sayak Paul
581d8aacf7 post release v0.28.0 (#8286) 
* post release v0.28.0

* style
 2024-05-29 07:13:22 +05:30
Sajad Norouzi
67bef2027c Add Kohya fix to SD pipeline for high resolution generation (#7633) 
add kohya high resolution fix.
 2024-05-28 10:00:04 -10:00
Tolga CangΓΆz
0ab63ff647 Fix CPU Offloading Usage & Typos (#8230) 
* Fix typos

* Fix `pipe.enable_model_cpu_offload()` usage

* Fix cpu offloading

* Update numbers
 2024-05-24 11:25:29 -07:00
Tolga CangΓΆz
db33af065b Fix a grammatical error in the raise messages (#8272) 
Fix grammatical error
 2024-05-24 11:15:00 -07:00
Yifan Zhou
46a9db0336 [Community Pipeline] FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation (#8239) 
* code and doc

* update paper link

* remove redundant codes

* add example video

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-24 14:44:20 +05:30
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
Alphin Jain
1221b28eac Fix AttributeError in train_lcm_distill_lora_sdxl_wds.py (#7923) 
Fix conditional teacher model check in train_lcm_distill_lora_sdxl_wds.py

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-16 15:49:54 +05:30
Sai-Suraj-27
2afea72d29 refactor: Refactored code by Merging isinstance calls (#7710) 
* Merged isinstance calls to make the code simpler.

* Corrected formatting errors using ruff.

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-05-15 18:33:19 -10:00
Isamu Isozaki
d27e996ccd Adding VQGAN Training script (#5483) 
* Init commit

* Removed einops

* Added default movq config for training

* Update explanation of prompts

* Fixed inheritance of discriminator and init_tracker

* Fixed incompatible api between muse and here

* Fixed output

* Setup init training

* Basic structure done

* Removed attention for quick tests

* Style fixes

* Fixed vae/vqgan styles

* Removed redefinition of wandb

* Fixed log_validation and tqdm

* Nothing commit

* Added commit loss to lookup_from_codebook

* Update src/diffusers/models/vq_model.py

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

* Adding perliminary README

* Fixed one typo

* Local changes

* Fixed main issues

* Merging

* Update src/diffusers/models/vq_model.py

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

* Testing+Fixed bugs in training script

* Some style fixes

* Added wandb to docs

* Fixed timm test

* get testing suite ready.

* remove return loss

* remove return_loss

* Remove diffs

* Remove diffs

* fix ruff format

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
 2024-05-15 08:47:12 +05:30
Jingyang Zhang
69fdb8720f [Pipeline] Adding BoxDiff to community examples (#7947) 
add boxdiff to community examples
 2024-05-14 11:18:29 -10:00
bssrdf
cdda94f412 fix VAE loading issue in train_dreambooth (#7632) 
* fixed vae loading issue #7619

* rerun make style && make quality

* bring back model_has_vae and add change \ to / in config_file_name on windows os to make match work

* add missing import platform

* bring back import model_info

* make config_file_name OS independent

* switch to using Path.as_posix() to resolve OS dependence

* improve style

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: bssrdf <bssrdf@gmail.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
 2024-05-14 08:19:53 +05:30
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
Kohei
9e7bae9881 Update requirements.txt for text_to_image (#7892) 
Update requirements.txt

If the datasets library is old, it will not read the metadata.jsonl and the label will default to an integer of type int.

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-14 08:09:12 +05:30
HelloWorldBeginner
98ba18ba55 Add Ascend NPU support for SDXL. (#7916) 
Co-authored-by: mhh001 <mahonghao1@huawei.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-12 13:34:23 +02:00
HelloWorldBeginner
0267c5233a fix bugs when using deepspeed in sdxl (#7917) 
fix bugs when using deepspeed

Co-authored-by: mhh001 <mahonghao1@huawei.com>
 2024-05-11 20:49:09 +02:00
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
Tolga CangΓΆz
c1c42698c9 Remove dead code and fix f-string issue (#7720) 
* Remove dead code

* PylancereportGeneralTypeIssues: Strings nested within an f-string cannot use the same quote character as the f-string prior to Python 3.12.

* Remove dead code
 2024-05-08 13:15:28 -10:00
Hyoungwon Cho
c2217142bd Modification on the PAG community pipeline (re) (#7876) 
* edited_pag_implementation

* update

---------

Co-authored-by: yiyixuxu <yixu310@gmail.com>
 2024-05-07 16:35:15 -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
HelloWorldBeginner
58237364b1 Add Ascend NPU support for SDXL fine-tuning and fix the model saving bug when using DeepSpeed. (#7816) 
* Add Ascend NPU support for SDXL fine-tuning and fix the model saving bug when using DeepSpeed.

* fix check code quality

* Decouple the NPU flash attention and make it an independent module.

* add doc and unit tests for npu flash attention.

---------

Co-authored-by: mhh001 <mahonghao1@huawei.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-03 08:14:34 -10:00
YiYi Xu
21a7ff12a7 update the logic of is_sequential_cpu_offload (#7788) 
* up

* add comment to the tests + fix dit

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-05-01 06:25:57 -10:00
Linoy Tsaban
26a7851e1e Add B-Lora training option to the advanced dreambooth lora script (#7741) 
* add blora

* add blora

* add blora

* add blora

* little changes

* little changes

* remove redundancies

* fixes

* add B LoRA to readme

* style

* inference

* defaults + path to loras+ generation

* minor changes

* style

* minor changes

* minor changes

* blora arg

* added --lora_unet_blocks

* style

* Update examples/advanced_diffusion_training/README.md

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

* add commit hash to B-LoRA repo cloneing

* change inference, remove cloning

* change inference, remove cloning
add section about configureable unet blocks

* change inference, remove cloning
add section about configureable unet blocks

* Apply suggestions from code review

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-04-30 09:46:30 +05:30
Nilesh
235d34cf56 Check for latents, before calling prepare_latents - sdxlImg2Img (#7582) 
* Check for latents, before calling prepare_latents - sdxlImg2Img

* Added latents check for all the img2img pipeline

* Fixed silly mistake while checking latents as None
 2024-04-28 14:53:29 -10:00
39th president of the United States, probably
9d16daaf64 Add DREAM training (#6381) 
A new function compute_dream_and_update_latents has been added to the
training utilities that allows you to do DREAM rectified training in line
with the paper https://arxiv.org/abs/2312.00210. The method can be used
with an extra argument in the train_text_to_image.py script.

Co-authored-by: Jimmy <39@πŸ‡ΊπŸ‡Έ.com>
 2024-04-27 07:19:15 +05:30
Steven Liu
7404f1e9dc [docs] Clean up toctree (#7715) 
* toctree

* optim

* feedback

* improve overview
 2024-04-23 09:30:33 -07:00
Abhinav Gopal
d1e3f489e9 Animatediff Controlnet Community Pipeline IP Adapter Fix (#7413) 
* fixed encode_image function signature in controlnet animatediff

* copied encode_image from stable diffusion pipeline

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2024-04-19 15:35:07 -10:00
Sai-Suraj-27
db969cc16d fix: Fixed type annotations for compatability with python 3.8 (#7648) 
* Fixed type annotations for compatability with python 3.8

* Add required imports.
 2024-04-18 19:34:09 -10:00
Dhruv Nair
90250d9e48 Cast height, width to int inside prepare latents (#7691) 
update
 2024-04-18 19:30:39 -10:00
Fabio Rigano
b5c8b555d7 Move IP Adapter Face ID to core (#7186) 
* Switch to peft and multi proj layers

* Move Face ID loading and inference to core

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-04-18 14:13:27 -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
dg845
0bee4d336b LCM Distill Scripts Fix Bug when Initializing Target U-Net (#6848) 
* Initialize target_unet from unet rather than teacher_unet so that we correctly add time_embedding.cond_proj if necessary.

* Use UNet2DConditionModel.from_config to initialize target_unet from unet's config.

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-04-11 07:52:12 -10:00
satani99
37e9d695af Modularize instruct_pix2pix SD inferencing during and after training in examples (#7603) 
* Modularize instruct_pix2pix code

* quality check

* quality check

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-04-10 11:19:16 +05:30
Christopher Beckham
8e46d97cd8 Add missing restore() EMA call in train SDXL script (#7599) 
* Restore unet params back to normal from EMA when validation call is finished

* empty commit

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2024-04-09 18:07:55 +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
Álvaro Somoza
73ba81090e [Community pipeline] SDXL Differential Diffusion Img2Img Pipeline (#7550) 
* initial-commit pipeline created

* updated README.md
 2024-04-01 18:15:30 -10:00
YiYi Xu
7956c36aaa add a from_pipe method to DiffusionPipeline (#7241) 
* add from_pipe



---------

Co-authored-by: yiyixuxu <yixu310@gmail,com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
 2024-04-01 13:02:00 -10:00