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[Sana] Add Sana, including SanaPipeline, SanaPAGPipeline, LinearAttentionProcessor, Flow-based DPM-sovler and so on. #9982

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[Sana] Add Sana, including SanaPipeline, SanaPAGPipeline, LinearAttentionProcessor, Flow-based DPM-sovler and so on. #9982

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Commits on Oct 18, 2024

  1. first add a script for DC-AE;

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Commits on Oct 23, 2024

  1. Merge remote-tracking branch 'upstream/main' into DC-AE

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  2. DC-AE init

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  3. replace triton with custom implementation

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  4. 1. rename file and remove un-used codes;

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Commits on Oct 25, 2024

  1. no longer rely on omegaconf and dataclass

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  2. merge

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  3. Merge remote-tracking branch 'upstream/main' into DC-AE

    @chenjy2003
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  4. replace custom activation with diffuers activation

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  5. remove dc_ae attention in attention_processor.py

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  6. iinherit from ModelMixin

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  7. inherit from ConfigMixin

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Commits on Oct 31, 2024

  1. dc-ae reduce to one file

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  2. Merge remote-tracking branch 'upstream/main' into DC-AE

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Commits on Nov 4, 2024

  1. Merge branch 'huggingface:main' into DC-AE

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Commits on Nov 6, 2024

  1. Merge remote-tracking branch 'refs/remotes/origin/main' into DC-AE 

    # Conflicts:
#	src/diffusers/models/normalization.py
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  2. 1. add DCAE into diffusers; 

    2. make style and make quality;
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  3. add DCAE_HF into diffusers;

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  4. bug fixed;

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  5. add SanaPipeline, SanaTransformer2D into diffusers;

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  6. add sanaLinearAttnProcessor2_0;

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  7. first update for SanaTransformer;

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  8. first update for SanaPipeline;

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  9. first success run SanaPipeline;

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  10. model output finally match with original model with the same intput;

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Commits on Nov 7, 2024

  1. code update;

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  2. code update;

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  3. code update;

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Commits on Nov 9, 2024

  1. update downsample and upsample

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  2. merge

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  3. clean code

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  4. support DecoderOutput

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  5. Merge branch 'main' into DC-AE

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Commits on Nov 11, 2024

  1. add a flow dpm-solver scripts

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Commits on Nov 12, 2024

  1. 🎉[important update] 

    1. Integrate flow-dpm-sovler into diffusers;
2. finally run successfully on both `FlowMatchEulerDiscreteScheduler` and `FlowDPMSolverMultistepScheduler`;
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Commits on Nov 13, 2024

  1. Merge branch 'main' into DC-AE

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Commits on Nov 14, 2024

  1. remove get_same_padding and val2tuple

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  2. remove autocast and some assert

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  3. update ResBlock

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  4. remove contents within super().__init__

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Commits on Nov 15, 2024

  1. 🎉🔧[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;
    @lawrence-cj
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  2. remove prints;

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Commits on Nov 16, 2024

  1. Update src/diffusers/models/autoencoders/dc_ae.py 

    Co-authored-by: YiYi Xu <[email protected]>
    @lawrence-cj @yiyixuxu
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  2. remove opsequential

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  3. Merge branch 'DC-AE' of github.com:lawrence-cj/diffusers into DC-AE

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  4. update other blocks to support the removal of build_norm

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  5. Merge branch 'main' into DC-AE

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  6. remove build encoder/decoder project in/out

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  7. Merge branch 'DC-AE' of github.com:lawrence-cj/diffusers into DC-AE

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  8. remove inheritance of RMSNorm2d from LayerNorm

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Commits on Nov 20, 2024

  1. remove reset_parameters for RMSNorm2d 

    Co-authored-by: YiYi Xu <[email protected]>
    @chenjy2003 @yiyixuxu
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  2. remove device and dtype in RMSNorm2d __init__ 

    Co-authored-by: YiYi Xu <[email protected]>
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Commits on Nov 21, 2024

  1. Update src/diffusers/models/autoencoders/dc_ae.py 

    Co-authored-by: YiYi Xu <[email protected]>
    @lawrence-cj @yiyixuxu
    lawrence-cj and yiyixuxu authored Nov 21, 2024
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  2. Update src/diffusers/models/autoencoders/dc_ae.py 

    Co-authored-by: YiYi Xu <[email protected]>
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  3. Update src/diffusers/models/autoencoders/dc_ae.py 

    Co-authored-by: YiYi Xu <[email protected]>
    @lawrence-cj @yiyixuxu
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  4. Merge branch 'refs/heads/main' into DC-AE-Sana 

    # Conflicts:
#	src/diffusers/models/__init__.py
#	src/diffusers/models/attention_processor.py
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  5. add convert sana official checkpoint to diffusers format Safetensor.

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Commits on Nov 26, 2024

  1. remove op_list & build_block

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  2. remove build_stage_main

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

    Co-authored-by: Steven Liu <[email protected]>
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  4. Update src/diffusers/models/transformers/sana_transformer_2d.py 

    Co-authored-by: Steven Liu <[email protected]>
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  5. Update src/diffusers/models/transformers/sana_transformer_2d.py 

    Co-authored-by: Steven Liu <[email protected]>
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  6. Update src/diffusers/pipelines/pag/pipeline_pag_sana.py 

    Co-authored-by: Steven Liu <[email protected]>
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  7. Update src/diffusers/models/transformers/sana_transformer_2d.py 

    Co-authored-by: Steven Liu <[email protected]>
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  8. Update src/diffusers/models/transformers/sana_transformer_2d.py 

    Co-authored-by: Steven Liu <[email protected]>
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  9. Update src/diffusers/pipelines/sana/pipeline_sana.py 

    Co-authored-by: Steven Liu <[email protected]>
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  10. Update src/diffusers/pipelines/sana/pipeline_sana.py 

    Co-authored-by: Steven Liu <[email protected]>
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  11. Fix prepare latent image ids and vae sample generators for flux (hugg… 

    …ingface#9981)

* fix

* update expected slice
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  12. [Tests] skip nan lora tests on PyTorch 2.5.1 CPU. (huggingface#9975) 

    * skip nan lora tests on PyTorch 2.5.1 CPU.

* cog

* use xfail

* correct xfail

* add condition

* tests
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  13. make pipelines tests device-agnostic (part1) (huggingface#9399) 

    * enable on xpu

* add 1 more

* add one more

* enable more

* add 1 more

* add more

* enable 1

* enable more cases

* enable

* enable

* update comment

* one more

* enable 1

* add more cases

* enable xpu

* add one more caswe

* add more cases

* add 1

* add more

* add more cases

* add case

* enable

* add more

* add more

* add more

* enbale more

* add more

* update code

* update test marker

* add skip back

* update comment

* remove single files

* remove

* style

* add

* revert

* reformat

* update decorator

* update

* update

* update

* Update tests/pipelines/deepfloyd_if/test_if.py

Co-authored-by: Dhruv Nair <[email protected]>

* Update src/diffusers/utils/testing_utils.py

Co-authored-by: Dhruv Nair <[email protected]>

* Update tests/pipelines/animatediff/test_animatediff_controlnet.py

Co-authored-by: Dhruv Nair <[email protected]>

* Update tests/pipelines/animatediff/test_animatediff.py

Co-authored-by: Dhruv Nair <[email protected]>

* Update tests/pipelines/animatediff/test_animatediff_controlnet.py

Co-authored-by: Dhruv Nair <[email protected]>

* update float16

* no unitest.skipt

* update

* apply style check

* reapply format

---------

Co-authored-by: Sayak Paul <[email protected]>
Co-authored-by: Dhruv Nair <[email protected]>
    @faaany @sayakpaul
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  14. ControlNet from_single_file when already converted (huggingface#9978) 

    Co-authored-by: Dhruv Nair <[email protected]>
    @hlky @DN6 @lawrence-cj
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  15. Flux Fill, Canny, Depth, Redux (huggingface#9985) 

    * update

---------

Co-authored-by: yiyixuxu <[email protected]>
Co-authored-by: Sayak Paul <[email protected]>
    @a-r-r-o-w @yiyixuxu
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  16. [SD3 dreambooth lora] smol fix to checkpoint saving (huggingface#9993) 

    * smol change to fix checkpoint saving & resuming (as done in train_dreambooth_sd3.py)

* style

* modify comment to explain reasoning behind hidden size check
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  17. [Docs] add: missing pipelines from the spec. (huggingface#10005) 

    add: missing pipelines from the spec.
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  18. Add prompt about wandb in examples/dreambooth/readme. (huggingface#10014 

    )

Add files via upload
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  19. Merge remote-tracking branch 'refs/remotes/origin/main' into DC-AE-Sana 

    # Conflicts:
#	src/diffusers/__init__.py
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  20. Merge branch 'main' into DC-AE

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Commits on Nov 28, 2024

  1. change file name to autoencoder_dc

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  2. Merge branch 'DC-AE' of github.com:lawrence-cj/diffusers into DC-AE

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  3. move LiteMLA to attention.py

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  4. Merge branch 'refs/heads/main' into DC-AE-Sana

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  5. Merge branch 'refs/heads/DC-AE' into DC-AE-Sana 

    # Conflicts:
#	src/diffusers/models/autoencoders/dc_ae.py
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  6. update Sana for DC-AE's recent commit;

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  7. make style && make quality

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  8. Merge branch 'main' into Sana

    @lawrence-cj
    lawrence-cj authored Nov 28, 2024
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