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[FIX] IMPORTANT: rgb normalization

update

* controlnet

* style

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

* refactor decode latents in video pipelines

* make fix-copies

controlnet-sdxl

* controlnet-flax

* style

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

* Fix Compatibility Issues in stable_diffusion_xl_reference.py

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

Co-authored-by: wangshaoxiao <wangshaoxiao@xiaomi.com>

* Add vae tiling in img2img and inpaint

* Add vae tiling not slicing

Remove <cat-toy> validation prompt from examples/textual_inversion/textual_inversion_sdxl.py (#6877)

Remove <cat-toy> validation prompt from textual_inversion_sdxl.py

The `<cat-toy>` validation prompt is a default choice for the example task in the README. But no other part of `textual_inversion_sdxl.py` references the cat toy and `textual_inversion.py` has a default validation prompt of `None` as well.

So bring `textual_inversion_sdxl.py` in line with `textual_inversion.py` and change default validation prompt to `None`

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

change to 2024

Co-authored-by: Patryk Bartkowiak <patryk.bartkowiak@tcl.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>

This fixes #6899.

* attention_head_dim

* debug

* print more info

* correct num_attention_heads behaviour

* down_block_num_attention_heads -> num_attention_heads.

* correct the image link in doc.

* add: deprecation for num_attention_head

* fix: test argument to use attention_head_dim

* more fixes.

* quality

* address comments.

* remove depcrecation.

* add: support for passing ip adapter image embeddings

* debugging

* make feature_extractor unloading conditioned on safety_checker

* better condition

* type annotation

* index to look into value slices

* more debugging

* debugging

* serialize embeddings dict

* better conditioning

* remove unnecessary prints.

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

* make fix-copies and styling.

* styling and further copy fixing.

* fix: check_inputs call in controlnet sdxl img2img pipeline

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

* Fix: training resume from fp16 for lcm distill lora sdxl

* Fix coding quality - run linter

* Fix 1 - shift mixed precision cast before optimizer

* Fix 2 - State dict errors by removing load_lora_into_unet

* Update train_lcm_distill_lora_sdxl.py - Revert default cache dir to None

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

* remove torch_dtype from to()

* remove torch_dtype from usage scripts.

* remove old lora backend

* Revert "remove old lora backend"

This reverts commit adcddf6ba421f847e7da2a0ce57b9456cae43356.

[ip-adapter] make sure length of `scale` is same as number of ip-adapters when using  `set_ip_adapter_scale` (#6884)

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

* feat: standarize model card creation for dreambooth training.

* correct 'inference

* remove comments.

* take component out of kwargs

* style

* add: card template to have a leaner description.

* widget support.

* propagate changes to train_dreambooth_lora

* propagate changes to custom diffusion

* make widget properly type-annotated

* fix: callback function name is incorrect

On this tutorial there is a function defined and then used inside `callback_on_step_end` argument, but the name was not correct (mismatch)

* fix: typo in num_timestep (correct is num_timesteps)

fixed property name

update

* update

* update

* update

This reverts commit 15f6b224.

* remove _to_tensor

* remove _to_tensor definition

* remove _collapse_frames_into_batch

* remove lora for not bloating the code.

* remove sample_size.

* simplify code a bit more

* ensure timesteps are always in tensor.

* Fix `AutoencoderTiny` with `use_slicing`

When using slicing with AutoencoderTiny, the encoder mistakenly encodes the entire batch for every image in the batch.

* Fixed formatting issue

update

* update

* update

update

fix #6742
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

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

* update

* update

* update

* Update src/diffusers/pipelines/i2vgen_xl/pipeline_i2vgen_xl.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* update

* update

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

fix sd reference community ppeline
Co-authored-by: yiyixuxu <yixu310@gmail,com>

* add micro conditioning

* remove redundant lines

* style

* fix missing 's'

* fix missing shape bug due to missing RGB if statement

* remove redundant if, change arg order

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

* add noise_offset param

* micro conditioning - wip

* image processing adjusted and moved to support micro conditioning

* change time ids to be computed inside train loop

* change time ids to be computed inside train loop

* change time ids to be computed inside train loop

* time ids shape fix

* move token replacement of validation prompt to the same section of instance prompt and class prompt

* add offset noise to sd15 advanced script

* fix token loading during validation

* fix token loading during validation in sdxl script

* a little clean

* style

* a little clean

* style

* sdxl script - a little clean + minor path fix

sd 1.5 script - change default resolution value

* ad 1.5 script - minor path fix

* fix missing comma in code example in model card

* clean up commented lines

* style

* remove time ids computed outside training loop - no longer used now that we utilize micro-conditioning, as all time ids are now computed inside the training loop

* style

* [WIP] - added draft readme, building off of examples/dreambooth/README.md

* readme

* readme

* readme

* readme

* readme

* readme

* readme

* readme

* removed --crops_coords_top_left from CLI args

* style

* fix missing shape bug due to missing RGB if statement

* add blog mention at the start of the reamde as well

* Update examples/advanced_diffusion_training/README.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* change note to render nicely as well

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