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fix(qwen-image):
shape calculation fix

* add alpha

* load into 2nd transformer

* Update src/diffusers/loaders/lora_conversion_utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update src/diffusers/loaders/lora_conversion_utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* pr comments

* pr comments

* pr comments

* fix

* fix

* Apply style fixes

* fix copies

* fix

* fix copies

* Update src/diffusers/loaders/lora_pipeline.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* revert change

* revert change

* fix copies

* up

* fix

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: linoy <linoy@hf.co>

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* Update README.md

Specify the full dir

* Update examples/dreambooth/README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

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

* feat: support more Qwen LoRAs from the community.

* revert unrelated changes.

* Revert "revert unrelated changes."

This reverts commit 82dea555dc9afce1fbb4dc2323be45212ded9092.

* add clarification regarding guidance_scale in QwenImage

* propagate.

- Modify offload_models function to handle DiffusionPipeline correctly
- Ensure compatibility with both single and multiple module inputs
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* fix: caching allocator behaviour for quantization.

* up

* Update src/diffusers/models/model_loading_utils.py
Co-authored-by: Aryan <aryan@huggingface.co>

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Co-authored-by: Aryan <aryan@huggingface.co>

typo error in qwen image
Co-authored-by: J石页 <jiangshuo9@h-partners.com>
Co-authored-by: Aryan <aryan@huggingface.co>

* minor modification to support dc-ae-turbo

* minor

* add docs.

* more docs.

* xfail full compilation for Qwen for now.

* tests

* up

* up

* up

* reviewer feedback.

* CogView4: remove SiLU in final AdaLN (match Megatron); add  switch to AdaLayerNormContinuous; split temb_raw/temb_blocks

* CogView4: remove SiLU in final AdaLN (match Megatron); add  switch to AdaLayerNormContinuous; split temb_raw/temb_blocks

* CogView4: remove SiLU in final AdaLN (match Megatron); add  switch to AdaLayerNormContinuous; split temb_raw/temb_blocks

* CogView4: use local final AdaLN (no SiLU) per review; keep generic AdaLN unchanged

* re-add configs as normal files (no LFS)

* Apply suggestions from code review

* Apply style fixes

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Co-authored-by: 武嘉涵 <lambert@wujiahandeMacBook-Pro.local>
Co-authored-by: Aryan <contact.aryanvs@gmail.com>
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* feat(qwen-image):
add qwen-image-edit support

* fix(qwen image):
- compatible with torch.compile in new rope setting
- fix init import
- add prompt truncation in img2img and inpaint pipe
- remove unused logic and comment
- add copy statement
- guard logic for rope video shape tuple

* fix(qwen image):
- make fix-copies
- update doc

* start

* feedback

* feedback

* feedback

Signed-off-by: Yao, Matrix <matrix.yao@intel.com>

* support hf_quantizer in cache warmup.

* reviewer feedback

* up

* up

* tighten compilation tests for quantization

* feat: model_info but local.

* up

* Revert "tighten compilation tests for quantization"

This reverts commit 8d431dc967a4118168af74aae9c41f2a68764851.

* up

* reviewer feedback.

* reviewer feedback.

* up

* up

* empty

* update

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Co-authored-by: DN6 <dhruv.nair@gmail.com>

* feat: cuda device_map for pipelines.

* up

* up

* empty

* up

* initial

* feedback

* Update docs/source/en/using-diffusers/loading.md

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

* Fix bf15/fp16 for pipeline_wan_vace.py

* Update pipeline_wan_vace.py

* try removing xfail decorator

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Co-authored-by: Aryan <aryan@huggingface.co>

* refresh

* init

* feedback

* try to use deepseek with an agent to auto i18n to zh
Signed-off-by: SamYuan1990 <yy19902439@126.com>

* add two more docs
Signed-off-by: SamYuan1990 <yy19902439@126.com>

* fix, updated some prompt for better translation
Signed-off-by: SamYuan1990 <yy19902439@126.com>

* Try to passs CI check
Signed-off-by: SamYuan1990 <yy19902439@126.com>

* fix up for human review process
Signed-off-by: SamYuan1990 <yy19902439@126.com>

* fix up
Signed-off-by: SamYuan1990 <yy19902439@126.com>

* fix review comments
Signed-off-by: SamYuan1990 <yy19902439@126.com>

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Signed-off-by: SamYuan1990 <yy19902439@126.com>

* checking.

* checking

* checking

* up

* up

* up

* Apply suggestions from code review
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* up

* up

* fix

* review feedback.

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

* feat/qwenimage-img2img-inpaint

* Update qwenimage.md to reflect new pipelines and add # Copied from convention

* tiny fix for passing ruff check

* reformat code

* fix copied from statement

* fix copied from statement

* copy and style fix

* fix dummies

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Co-authored-by: TuanNT-ZenAI <tuannt.zenai@gmail.com>
Co-authored-by: DN6 <dhruv.nair@gmail.com>

[Bugfix] typo error in npu FA
Co-authored-by: J石页 <jiangshuo9@h-partners.com>
Co-authored-by: Aryan <aryan@huggingface.co>

* start

* draft

* state, pipelineblock, apis

* sequential

* fix links

* new

* loop, auto

* fix

* pipeline

* guiders

* components manager

* reviews

* update

* update

* update

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Co-authored-by: DN6 <dhruv.nair@gmail.com>

* align meta device of from_single_file with from_pretrained

* update docstr

* Apply style fixes

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Co-authored-by: IrisRainbowNeko <rainbow-neko@outlook.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

update

cache

complete the licensing statement.

* update

* nuke LoC for inference slices

* update

* update

* update

* enable compilation in qwen image.

* add tests

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Co-authored-by: Aryan <aryan@huggingface.co>

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

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

* feat: support qwen lightning lora.

* add docs.

* fix

* start

* encoder.

* up

* up

* up

* up

* up

* up

* feat: support loading diffusers format gguf checkpoints.

* update

* update

* qwen

* up

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* up

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Co-authored-by: DN6 <dhruv.nair@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* feat: support loading diffusers format gguf checkpoints.

* update

* update

* qwen

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Co-authored-by: DN6 <dhruv.nair@gmail.com>

* rearrage the params to groups: default params /image params /batch params / callback params

* make style

* add names property to pipeline blocks

* style

* remove more unused func

* prepare_latents_inpaint always return noise and image_latents

* up

* up

* update

* update

* update

* update

* update

* update

* update

* update

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Co-authored-by: DN6 <dhruv.nair@gmail.com>

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