* fix torch compile

* Fix all

* make style

* fix sdxl conversion

* convention

…4278)

* fix batch_size

* add test

---------

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

* [Local loading] Correct bug with local files only

* file not found error

* fix

* finish

fix typo documentation

* add test for pipeline import.

* Update tests/others/test_dependencies.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* address suggestions

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* honor the original license.

* train_instruct_pix2pix_xl -> train_instruct_pix2pix_sdxl

Update README_sdxl.md

* fix_batch_xl

* Fix other pipelines as well

* up

* up

* Update tests/pipelines/stable_diffusion_xl/test_stable_diffusion_xl_inpaint.py

* sort

* up

* Finish it all up Co-authored-by: Bagheera <bghira@users.github.com>

* Co-authored-by: Bagheera bghira@users.github.com

* Co-authored-by: Bagheera <bghira@users.github.com>

* Finish it all up Co-authored-by: Bagheera <bghira@users.github.com>

* [Download] Don't download ONNX weights by default

* [Download] Don't download ONNX weights by default

* [Download] Don't download ONNX weights by default

* fix more

* finish

* finish

* finish

fix repeat of negative prompt

…ve usability of SDXL 1.0 (#4346)

* improve sdxl

* more fixes

* improve sdxl

* improve sdxl

* improve sdxl

* finish

* sdxl lora changes.

* better name replacement.

* better replacement.

* debugging

* debugging

* debugging

* debugging

* debugging

* remove print.

* print state dict keys.

* print

* distingisuih better

* debuggable.

* fxi: tyests

* fix: arg from training script.

* access from class.

* run style

* debug

* save intermediate

* some simplifications for SDXL LoRA

* styling

* unet config is not needed in diffusers format.

* fix: dynamic SGM block mapping for SDXL kohya loras (#4322)

* Use lora compatible layers for linear proj_in/proj_out (#4323)

* improve condition for using the sgm_diffusers mapping

* informative comment.

* load compatible keys and embedding layer maaping.

* Get SDXL 1.0 example lora to load

* simplify

* specif ranks and hidden sizes.

* better handling of k rank and hidden

* debug

* debug

* debug

* debug

* debug

* fix: alpha keys

* add check for handling LoRAAttnAddedKVProcessor

* sanity comment

* modifications for text encoder SDXL

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* denugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* up

* up

* up

* up

* up

* up

* unneeded comments.

* unneeded comments.

* kwargs for the other attention processors.

* kwargs for the other attention processors.

* debugging

* debugging

* debugging

* debugging

* improve

* debugging

* debugging

* more print

* Fix alphas

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* clean up

* clean up.

* debugging

* fix: text

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Batuhan Taskaya <batuhan@python.org>

* [SDXL-IP2P] Add gif for demonstrating training processes

* [SDXL-IP2P] Add gif for demonstrating training processes

* [SDXL-IP2P] Change gif to URLs

* [SDXL-IP2P] Add URLs in case gif now show

---------

Co-authored-by: Harutatsu Akiyama <kf.zy.qin@gmail.com>

[SDXL] Fix dummy imports

* Clean up duplicate line

* Clean up duplicate lines

* Clean up duplicate line

Update unet_1d.py

highlighting the way the modules are actually fed in the main code as the order matters because no skip block attaches time embeds whilst others do not

* fixed typo

* updated doc to be consistent in naming

* make style/quality

* preprocessing for 4 channels and not 6

* make style

* test for 4c

* make style/quality

* fixed test on cpu

* fixed doc typo

* changed default ckpt to 4c

* Update pipeline_stable_diffusion_ldm3d.py

---------

Co-authored-by: Aflalo <estellea@isl-iam1.rr.intel.com>
Co-authored-by: Aflalo <estellea@isl-gpu33.rr.intel.com>
Co-authored-by: Aflalo <estellea@isl-gpu38.rr.intel.com>

* update expected slice so img2img compile tests pass

* use default attn processor

* use default attn processor and update expected slice value to pass test

* use default attn processor

* set default attn processor and update expected slice

* set default attn processor and change precision for check

* set unet to use default attn processor

fix

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

fix

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

fix guidance scale value

* temporarily disable text encoder loras.

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debugging

* debbuging.

* modify doc.

* rename tests.

* print slices.

* fix: assertions

* Apply suggestions from code review

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* first draft

* tidy api

* apply feedback

* mdx to md

* apply feedback

* Apply suggestions from code review

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* add zero123 pipeline to community

* add community doc

* reformat

* update zero123 pipeline, including cc_projection within diffusers; add convert ckpt scripts; support diffusers weights

* add: model implementation of tiny autoencoder.

* add: inits.

* push the latest devs.

* add: conversion script and finish.

* add: scaling factor args.

* debugging

* fix denormalization.

* fix: positional argument.

* handle use_torch_2_0_or_xformers.

* handle post_quant_conv

* handle dtype

* fix: sdxl image processor for tiny ae.

* fix: sdxl image processor for tiny ae.

* unify upcasting logic.

* copied from madness.

* remove trailing whitespace.

* set is_tiny_vae = False

* address PR comments.

* change to AutoencoderTiny

* make act_fn an str throughout

* fix: apply_forward_hook decorator call

* get rid of the special is_tiny_vae flag.

* directly scale the output.

* fix dummies?

* fix: act_fn.

* get rid of the Clamp() layer.

* bring back copied from.

* movement of the blocks to appropriate modules.

* add: docstrings to AutoencoderTiny

* add: documentation.

* changes to the conversion script.

* add doc entry.

* settle tests.

* style

* add one slow test.

* fix

* fix 2

* fix 2

* fix: 4

* fix: 5

* finish integration tests

* Apply suggestions from code review

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

* style

---------

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

…ble (#4396)

* can call encode_prompt with out setting a text encoder instance variable

* fix