1. 15 Dec, 2024 2 commits
    • Junsong Chen's avatar
      [Sana] Add Sana, including `SanaPipeline`, `SanaPAGPipeline`,... · 5a196e3d
      Junsong Chen authored
      
      [Sana] Add Sana, including `SanaPipeline`, `SanaPAGPipeline`, `LinearAttentionProcessor`, `Flow-based DPM-sovler` and so on. (#9982)
      
      * first add a script for DC-AE;
      
      * DC-AE init
      
      * replace triton with custom implementation
      
      * 1. rename file and remove un-used codes;
      
      * no longer rely on omegaconf and dataclass
      
      * replace custom activation with diffuers activation
      
      * remove dc_ae attention in attention_processor.py
      
      * iinherit from ModelMixin
      
      * inherit from ConfigMixin
      
      * dc-ae reduce to one file
      
      * update downsample and upsample
      
      * clean code
      
      * support DecoderOutput
      
      * remove get_same_padding and val2tuple
      
      * remove autocast and some assert
      
      * update ResBlock
      
      * remove contents within super().__init__
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * remove opsequential
      
      * update other blocks to support the removal of build_norm
      
      * remove build encoder/decoder project in/out
      
      * remove inheritance of RMSNorm2d from LayerNorm
      
      * remove reset_parameters for RMSNorm2d
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * remove device and dtype in RMSNorm2d __init__
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * remove op_list & build_block
      
      * remove build_stage_main
      
      * change file name to autoencoder_dc
      
      * move LiteMLA to attention.py
      
      * align with other vae decode output;
      
      * add DC-AE into init files;
      
      * update
      
      * make quality && make style;
      
      * quick push before dgx disappears again
      
      * update
      
      * make style
      
      * update
      
      * update
      
      * fix
      
      * refactor
      
      * refactor
      
      * refactor
      
      * update
      
      * possibly change to nn.Linear
      
      * refactor
      
      * make fix-copies
      
      * replace vae with ae
      
      * replace get_block_from_block_type to get_block
      
      * replace downsample_block_type from Conv to conv for consistency
      
      * add scaling factors
      
      * incorporate changes for all checkpoints
      
      * make style
      
      * move mla to attention processor file; split qkv conv to linears
      
      * refactor
      
      * add tests
      
      * from original file loader
      
      * add docs
      
      * add standard autoencoder methods
      
      * combine attention processor
      
      * fix tests
      
      * update
      
      * minor fix
      
      * minor fix
      
      * minor fix & in/out shortcut rename
      
      * minor fix
      
      * make style
      
      * fix paper link
      
      * update docs
      
      * update single file loading
      
      * make style
      
      * remove single file loading support; todo for DN6
      
      * Apply suggestions from code review
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * add abstract
      
      * 1. add DCAE into diffusers;
      2. make style and make quality;
      
      * add DCAE_HF into diffusers;
      
      * bug fixed;
      
      * add SanaPipeline, SanaTransformer2D into diffusers;
      
      * add sanaLinearAttnProcessor2_0;
      
      * first update for SanaTransformer;
      
      * first update for SanaPipeline;
      
      * first success run SanaPipeline;
      
      * model output finally match with original model with the same intput;
      
      * code update;
      
      * code update;
      
      * add a flow dpm-solver scripts
      
      * 🎉[important update]
      1. Integrate flow-dpm-sovler into diffusers;
      2. finally run successfully on both `FlowMatchEulerDiscreteScheduler` and `FlowDPMSolverMultistepScheduler`;
      
      * 🎉🔧
      
      [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;
      
      * remove prints;
      
      * add convert sana official checkpoint to diffusers format Safetensor.
      
      * Update src/diffusers/models/transformers/sana_transformer_2d.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * Update src/diffusers/models/transformers/sana_transformer_2d.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * Update src/diffusers/models/transformers/sana_transformer_2d.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * Update src/diffusers/pipelines/pag/pipeline_pag_sana.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * Update src/diffusers/models/transformers/sana_transformer_2d.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * Update src/diffusers/models/transformers/sana_transformer_2d.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * Update src/diffusers/pipelines/sana/pipeline_sana.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * Update src/diffusers/pipelines/sana/pipeline_sana.py
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * update Sana for DC-AE's recent commit;
      
      * make style && make quality
      
      * Add StableDiffusion3PAGImg2Img Pipeline + Fix SD3 Unconditional PAG (#9932)
      
      * fix progress bar updates in SD 1.5 PAG Img2Img pipeline
      
      ---------
      Co-authored-by: default avatarVinh H. Pham <phamvinh257@gmail.com>
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      * make the vae can be None in `__init__` of `SanaPipeline`
      
      * Update src/diffusers/models/transformers/sana_transformer_2d.py
      Co-authored-by: default avatarhlky <hlky@hlky.ac>
      
      * change the ae related code due to the latest update of DCAE branch;
      
      * change the ae related code due to the latest update of DCAE branch;
      
      * 1. change code based on AutoencoderDC;
      2. fix the bug of new GLUMBConv;
      3. run success;
      
      * update for solving conversation.
      
      * 1. fix bugs and run convert script success;
      2. Downloading ckpt from hub automatically;
      
      * make style && make quality;
      
      * 1. remove un-unsed parameters in init;
      2. code update;
      
      * remove test file
      
      * refactor; add docs; add tests; update conversion script
      
      * make style
      
      * make fix-copies
      
      * refactor
      
      * udpate pipelines
      
      * pag tests and refactor
      
      * remove sana pag conversion script
      
      * handle weight casting in conversion script
      
      * update conversion script
      
      * add a processor
      
      * 1. add bf16 pth file path;
      2. add complex human instruct in pipeline;
      
      * fix fast \tests
      
      * change gemma-2-2b-it ckpt to a non-gated repo;
      
      * fix the pth path bug in conversion script;
      
      * change grad ckpt to original; make style
      
      * fix the complex_human_instruct bug and typo;
      
      * remove dpmsolver flow scheduler
      
      * apply review suggestions
      
      * change the `FlowMatchEulerDiscreteScheduler` to default `DPMSolverMultistepScheduler` with flow matching scheduler.
      
      * fix the tokenizer.padding_side='right' bug;
      
      * update docs
      
      * make fix-copies
      
      * fix imports
      
      * fix docs
      
      * add integration test
      
      * update docs
      
      * update examples
      
      * fix convert_model_output in schedulers
      
      * fix failing tests
      
      ---------
      Co-authored-by: default avatarJunyu Chen <chenjydl2003@gmail.com>
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      Co-authored-by: default avatarchenjy2003 <70215701+chenjy2003@users.noreply.github.com>
      Co-authored-by: default avatarAryan <aryan@huggingface.co>
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      Co-authored-by: default avatarhlky <hlky@hlky.ac>
      5a196e3d
    • Aryan's avatar
      Test error raised when loading normal and expanding loras together in Flux (#10188) · 22c4f079
      Aryan authored
      
      
      * add test for expanding lora and normal lora error
      
      * Update tests/lora/test_lora_layers_flux.py
      
      * fix things.
      
      * Update src/diffusers/loaders/peft.py
      
      ---------
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      22c4f079
  2. 12 Dec, 2024 3 commits
  3. 11 Dec, 2024 1 commit
  4. 10 Dec, 2024 2 commits
  5. 06 Dec, 2024 3 commits
    • Yu Zheng's avatar
      support sd3.5 for controlnet example (#9860) · 6131a93b
      Yu Zheng authored
      
      
      * support sd3.5 in controlnet
      
      ---------
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      6131a93b
    • Sayak Paul's avatar
      [LoRA] depcrecate save_attn_procs(). (#10126) · fa3a9100
      Sayak Paul authored
      depcrecate save_attn_procs().
      fa3a9100
    • Junsong Chen's avatar
      [DC-AE] Add the official Deep Compression Autoencoder code(32x,64x,128x compression ratio); (#9708) · cd892041
      Junsong Chen authored
      
      
      * first add a script for DC-AE;
      
      * DC-AE init
      
      * replace triton with custom implementation
      
      * 1. rename file and remove un-used codes;
      
      * no longer rely on omegaconf and dataclass
      
      * replace custom activation with diffuers activation
      
      * remove dc_ae attention in attention_processor.py
      
      * iinherit from ModelMixin
      
      * inherit from ConfigMixin
      
      * dc-ae reduce to one file
      
      * update downsample and upsample
      
      * clean code
      
      * support DecoderOutput
      
      * remove get_same_padding and val2tuple
      
      * remove autocast and some assert
      
      * update ResBlock
      
      * remove contents within super().__init__
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * remove opsequential
      
      * update other blocks to support the removal of build_norm
      
      * remove build encoder/decoder project in/out
      
      * remove inheritance of RMSNorm2d from LayerNorm
      
      * remove reset_parameters for RMSNorm2d
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * remove device and dtype in RMSNorm2d __init__
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * Update src/diffusers/models/autoencoders/dc_ae.py
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      
      * remove op_list & build_block
      
      * remove build_stage_main
      
      * change file name to autoencoder_dc
      
      * move LiteMLA to attention.py
      
      * align with other vae decode output;
      
      * add DC-AE into init files;
      
      * update
      
      * make quality && make style;
      
      * quick push before dgx disappears again
      
      * update
      
      * make style
      
      * update
      
      * update
      
      * fix
      
      * refactor
      
      * refactor
      
      * refactor
      
      * update
      
      * possibly change to nn.Linear
      
      * refactor
      
      * make fix-copies
      
      * replace vae with ae
      
      * replace get_block_from_block_type to get_block
      
      * replace downsample_block_type from Conv to conv for consistency
      
      * add scaling factors
      
      * incorporate changes for all checkpoints
      
      * make style
      
      * move mla to attention processor file; split qkv conv to linears
      
      * refactor
      
      * add tests
      
      * from original file loader
      
      * add docs
      
      * add standard autoencoder methods
      
      * combine attention processor
      
      * fix tests
      
      * update
      
      * minor fix
      
      * minor fix
      
      * minor fix & in/out shortcut rename
      
      * minor fix
      
      * make style
      
      * fix paper link
      
      * update docs
      
      * update single file loading
      
      * make style
      
      * remove single file loading support; todo for DN6
      
      * Apply suggestions from code review
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * add abstract
      
      ---------
      Co-authored-by: default avatarJunyu Chen <chenjydl2003@gmail.com>
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      Co-authored-by: default avatarchenjy2003 <70215701+chenjy2003@users.noreply.github.com>
      Co-authored-by: default avatarAryan <aryan@huggingface.co>
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      cd892041
  6. 05 Dec, 2024 2 commits
  7. 04 Dec, 2024 3 commits
  8. 03 Dec, 2024 2 commits
  9. 02 Dec, 2024 1 commit
  10. 29 Nov, 2024 1 commit
    • Fanli Lin's avatar
      make `pipelines` tests device-agnostic (part2) (#9400) · 6b288ec4
      Fanli Lin authored
      
      
      * 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
      
      * enable
      
      * enable esingle g
      
      * add 2 more
      
      * update decorator
      
      * update
      
      * update
      
      * update
      
      * Update tests/pipelines/deepfloyd_if/test_if.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * Update src/diffusers/utils/testing_utils.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * Update tests/pipelines/animatediff/test_animatediff_controlnet.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * Update tests/pipelines/animatediff/test_animatediff.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * Update tests/pipelines/animatediff/test_animatediff_controlnet.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * update float16
      
      * no unitest.skipt
      
      * update
      
      * apply style check
      
      * adapt style
      
      ---------
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      6b288ec4
  11. 23 Nov, 2024 1 commit
  12. 22 Nov, 2024 2 commits
  13. 21 Nov, 2024 1 commit
  14. 20 Nov, 2024 5 commits
  15. 19 Nov, 2024 2 commits
  16. 18 Nov, 2024 1 commit
  17. 08 Nov, 2024 1 commit
  18. 07 Nov, 2024 1 commit
    • Sayak Paul's avatar
      [Core] introduce `controlnet` module (#8768) · ded3db16
      Sayak Paul authored
      
      
      * move vae flax module.
      
      * controlnet module.
      
      * prepare for PR.
      
      * revert a commit
      
      * gracefully deprecate controlnet deps.
      
      * fix
      
      * fix doc path
      
      * fix-copies
      
      * fix path
      
      * style
      
      * style
      
      * conflicts
      
      * fix
      
      * fix-copies
      
      * sparsectrl.
      
      * updates
      
      * fix
      
      * updates
      
      * updates
      
      * updates
      
      * fix
      
      ---------
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      ded3db16
  19. 05 Nov, 2024 2 commits
    • SahilCarterr's avatar
      [Fix] Test of sd3 lora (#9843) · 08ac5cbc
      SahilCarterr authored
      * fix test
      
      * fix test asser
      
      * fix format
      
      * Update test_lora_layers_sd3.py
      08ac5cbc
    • Aryan's avatar
      [core] Mochi T2V (#9769) · 3f329a42
      Aryan authored
      
      
      * update
      
      * udpate
      
      * update transformer
      
      * make style
      
      * fix
      
      * add conversion script
      
      * update
      
      * fix
      
      * update
      
      * fix
      
      * update
      
      * fixes
      
      * make style
      
      * update
      
      * update
      
      * update
      
      * init
      
      * update
      
      * update
      
      * add
      
      * up
      
      * up
      
      * up
      
      * update
      
      * mochi transformer
      
      * remove original implementation
      
      * make style
      
      * update inits
      
      * update conversion script
      
      * docs
      
      * Update src/diffusers/pipelines/mochi/pipeline_mochi.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * Update src/diffusers/pipelines/mochi/pipeline_mochi.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * fix docs
      
      * pipeline fixes
      
      * make style
      
      * invert sigmas in scheduler; fix pipeline
      
      * fix pipeline num_frames
      
      * flip proj and gate in swiglu
      
      * make style
      
      * fix
      
      * make style
      
      * fix tests
      
      * latent mean and std fix
      
      * update
      
      * cherry-pick 1069d210e1b9e84a366cdc7a13965626ea258178
      
      * remove additional sigma already handled by flow match scheduler
      
      * fix
      
      * remove hardcoded value
      
      * replace conv1x1 with linear
      
      * Update src/diffusers/pipelines/mochi/pipeline_mochi.py
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      
      * framewise decoding and conv_cache
      
      * make style
      
      * Apply suggestions from code review
      
      * mochi vae encoder changes
      
      * rebase correctly
      
      * Update scripts/convert_mochi_to_diffusers.py
      
      * fix tests
      
      * fixes
      
      * make style
      
      * update
      
      * make style
      
      * update
      
      * add framewise and tiled encoding
      
      * make style
      
      * make original vae implementation behaviour the default; note: framewise encoding does not work
      
      * remove framewise encoding implementation due to presence of attn layers
      
      * fight test 1
      
      * fight test 2
      
      ---------
      Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      Co-authored-by: default avataryiyixuxu <yixu310@gmail.com>
      3f329a42
  20. 02 Nov, 2024 1 commit
  21. 01 Nov, 2024 1 commit
  22. 31 Oct, 2024 2 commits