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  1. 21 Nov, 2025 1 commit
    • David El Malih's avatar
      Improve docstrings and type hints in scheduling_lms_discrete.py (#12678) · 6f1042e3
      David El Malih authored 
      * Enhance type hints and docstrings in LMSDiscreteScheduler class

Updated type hints for function parameters and return types to improve code clarity and maintainability. Enhanced docstrings for several methods, providing clearer descriptions of their functionality and expected arguments. Notable changes include specifying Literal types for certain parameters and ensuring consistent return type annotations across the class.

* docs: Add specific paper reference to `_convert_to_karras` docstring.

* Refactor `_convert_to_karras` docstring in DPMSolverSDEScheduler to include detailed descriptions and a specific paper reference, enhancing clarity and documentation consistency.
      6f1042e3
  3. 19 Nov, 2025 5 commits
  5. 18 Nov, 2025 1 commit
  7. 17 Nov, 2025 4 commits
  9. 15 Nov, 2025 2 commits
  11. 14 Nov, 2025 2 commits
  13. 13 Nov, 2025 8 commits
    • David El Malih's avatar
      Improve docstrings and type hints in scheduling_ddpm.py (#12651) · 3c1ca869
      David El Malih authored 
      * Enhance type hints and docstrings in scheduling_ddpm.py

- Added type hints for function parameters and return types across the DDPMScheduler class and related functions.
- Improved docstrings for clarity, including detailed descriptions of parameters and return values.
- Updated the alpha_transform_type and beta_schedule parameters to use Literal types for better type safety.
- Refined the _get_variance and previous_timestep methods with comprehensive documentation.

* Refactor docstrings and type hints in scheduling_ddpm.py

- Cleaned up whitespace in the rescale_zero_terminal_snr function.
- Enhanced the variance_type parameter in the DDPMScheduler class with improved formatting for better readability.
- Updated the docstring for the compute_variance method to maintain consistency and clarity in parameter descriptions and return values.

* Apply `make fix-copies`

* Refactor type hints across multiple scheduler files

- Updated type hints to include `Literal` for improved type safety in various scheduling files.
- Ensured consistency in type hinting for parameters and return types across the affected modules.
- This change enhances code clarity and maintainability.
      3c1ca869
    • David El Malih's avatar
      Improve docstrings and type hints in scheduling_ddim.py (#12622) · 6fe4a6ff
      David El Malih authored 
      * Improve docstrings and type hints in scheduling_ddim.py

- Add complete type hints for all function parameters
- Enhance docstrings to follow project conventions
- Add missing parameter descriptions

Fixes #9567

* Enhance docstrings and type hints in scheduling_ddim.py

- Update parameter types and descriptions for clarity
- Improve explanations in method docstrings to align with project standards
- Add optional annotations for parameters where applicable

* Refine type hints and docstrings in scheduling_ddim.py

- Update parameter types to use Literal for specific string options
- Enhance docstring descriptions for clarity and consistency
- Ensure all parameters have appropriate type annotations and defaults

* Apply review feedback on scheduling_ddim.py

- Replace "prevent singularities" with "avoid numerical instability" for better clarity
- Add backticks around `alpha_bar` variable name for consistent formatting
- Convert Imagen Video paper URLs to Hugging Face papers references

* Propagate changes using 'make fix-copies'

* Add missing Literal
      6fe4a6ff
    • Steven Liu's avatar
      [docs] AutoModel (#12644) · 40de88af
      Steven Liu authored 
      * automodel

* fix
      40de88af
    • Steven Liu's avatar
      [utils] Update check_doc_toc (#12642) · 6a2309b9
      Steven Liu authored 
      

update
Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      6a2309b9
    • Sayak Paul's avatar
      skip autoencoderdl layerwise casting memory (#12647) · cd3bbe29
      Sayak Paul authored
      cd3bbe29
    • kaixuanliu's avatar
      adjust unit tests for `test_save_load_float16` (#12500) · 7a001c3e
      kaixuanliu authored 
      

* adjust unit tests for wan pipeline
Signed-off-by: default avatarLiu, Kaixuan <kaixuan.liu@intel.com>

* update code
Signed-off-by: default avatarLiu, Kaixuan <kaixuan.liu@intel.com>

* avoid adjusting common `get_dummy_components` API
Signed-off-by: default avatarLiu, Kaixuan <kaixuan.liu@intel.com>

* use `form_pretrained` to `transformer` and `transformer_2`
Signed-off-by: default avatarLiu, Kaixuan <kaixuan.liu@intel.com>

* update code
Signed-off-by: default avatarLiu, Kaixuan <kaixuan.liu@intel.com>

* update
Signed-off-by: default avatarLiu, Kaixuan <kaixuan.liu@intel.com>

---------
Signed-off-by: default avatarLiu, Kaixuan <kaixuan.liu@intel.com>
Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
Co-authored-by: default avatarDhruv Nair <dhruv.nair@gmail.com>
      7a001c3e
    • dg845's avatar
      [WIP]Add Wan2.2 Animate Pipeline (Continuation of #12442 by tolgacangoz) (#12526) · d8e48058
      dg845 authored 
      



---------
Co-authored-by: default avatarTolga Cangöz <mtcangoz@gmail.com>
Co-authored-by: default avatarTolga Cangöz <46008593+tolgacangoz@users.noreply.github.com>
      d8e48058
    • David El Malih's avatar
      Improve docstrings and type hints in scheduling_amused.py (#12623) · 44c31016
      David El Malih authored 
      * Improve docstrings and type hints in scheduling_amused.py

- Add complete type hints for helper functions (gumbel_noise, mask_by_random_topk)
- Enhance AmusedSchedulerOutput with proper Optional typing
- Add comprehensive docstrings for AmusedScheduler class
- Improve __init__, set_timesteps, step, and add_noise methods
- Fix type hints to match documentation conventions
- All changes follow project standards from issue #9567

* Enhance type hints and docstrings in scheduling_amused.py

- Update type hints for `prev_sample` and `pred_original_sample` in `AmusedSchedulerOutput` to reflect their tensor types.
- Improve docstring for `gumbel_noise` to specify the output tensor's dtype and device.
- Refine `AmusedScheduler` class documentation, including detailed descriptions of the masking schedule and temperature parameters.
- Adjust type hints in `set_timesteps` and `step` methods for better clarity and consistency.

* Apply review feedback on scheduling_amused.py

- Replace generic [Amused] reference with specific [`AmusedPipeline`] reference for consistency with project documentation conventions
      44c31016
  15. 12 Nov, 2025 7 commits
  17. 11 Nov, 2025 2 commits
  19. 10 Nov, 2025 8 commits