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…#12381) update Co-authored-by: YiYi Xu <yixu310@gmail.com>
better warn message
…2566) * start flux modular tests. * up * add kontext * up * up * up * Update src/diffusers/modular_pipelines/flux/denoise.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * up * up --------- Co-authored-by: YiYi Xu <yixu310@gmail.com>
pass hub_kwargs to load_config
* ulysses enabling in native attention path Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * address review comment Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * add supports_context_parallel for native attention Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * update templated attention Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> --------- Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* add transformer pipeline first version * updates * fix 5sec generation * rewrite Kandinsky5T2VPipeline to diffusers style * add multiprompt support * remove prints in pipeline * add nabla attention * Wrap Transformer in Diffusers style * fix license * fix prompt type * add gradient checkpointing and peft support * add usage example * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com> * remove unused imports * add 10 second models support * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * remove no_grad and simplified prompt paddings * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * moved template to __init__ * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * moved sdps inside processor * remove oneline function * remove reset_dtype methods * Transformer: move all methods to forward * separated prompt encoding * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * refactoring * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * refactoring acording to huggingface@acabbc0 * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * fixed * style +copies * Update src/diffusers/models/transformers/transformer_kandinsky.py Co-authored-by: Charles <charles@huggingface.co> * more * Apply suggestions from code review * add lora loader doc * add compiled Nabla Attention * all needed changes for 10 sec models are added! * add docs * Apply style fixes * update docs * add kandinsky5 to toctree * add tests * fix tests * Apply style fixes * update tests * minor docs refactoring * refactor Kandinsky 5.0 Vide docs * Update docs/source/en/_toctree.yml --------- Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com> Co-authored-by: YiYi Xu <yixu310@gmail.com> Co-authored-by: Charles <charles@huggingface.co> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
* fix bug when offload and cache_latents both enabled * fix
…2592) * update * update * update * update --------- Co-authored-by: YiYi Xu <yixu310@gmail.com>
…ional_image_generation/train_unconditional.py (huggingface#12596) * Add optional precision-preserving preprocessing * Document decoder caveat for precision flag --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
…face#12584) * 1. add `SanaVideoTransformer3DModel` in transformer_sana_video.py 2. add `SanaVideoPipeline` in pipeline_sana_video.py 3. add all code we need for import `SanaVideoPipeline` * add a sample about how to use sana-video; * code update; * update hf model path; * update code; * sana-video can run now; * 1. add aspect ratio in sana-video-pipeline; 2. add reshape function in sana-video-processor; 3. fix convert pth to safetensor bugs; * default to use `use_resolution_binning`; * make style; * remove unused code; * Update src/diffusers/models/transformers/transformer_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/models/transformers/transformer_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/models/transformers/transformer_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/pipelines/sana/pipeline_sana_video.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/models/transformers/transformer_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/models/transformers/transformer_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/models/transformers/transformer_sana_video.py * Update src/diffusers/pipelines/sana/pipeline_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/models/transformers/transformer_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/pipelines/sana/pipeline_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * support `dispatch_attention_fn` * 1. add sana-video markdown; 2. fix typos; * add two test case for sana-video (need check) * fix text-encoder in test-sana-video; * Update tests/pipelines/sana/test_sana_video.py * Update tests/pipelines/sana/test_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update tests/pipelines/sana/test_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update tests/pipelines/sana/test_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update tests/pipelines/sana/test_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update tests/pipelines/sana/test_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/pipelines/sana/pipeline_sana_video.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * Update src/diffusers/video_processor.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * make style make quality make fix-copies * toctree yaml update; * add sana-video-transformer3d markdown; * Apply style fixes --------- Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> Co-authored-by: YiYi Xu <yixu310@gmail.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
…ch) (huggingface#12546) * Fix overflow in rgblike_to_depthmap by safe dtype casting (torch & NumPy) * Fix: store original dtype and cast back after safe computation * Apply style fixes --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
* update * update --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* feat: enable attention dispatch for huanyuan video * feat: enable attention dispatch for huanyuan video
…ggingface#12562) * fix the crash in Wan-AI/Wan2.2-TI2V-5B-Diffusers if CP is enabled Signed-off-by: Wang, Yi <yi.a.wang@intel.com> * address review comment Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * refine Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> --------- Signed-off-by: Wang, Yi <yi.a.wang@intel.com> Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
* add ChronoEdit * add ref to original function & remove wan2.2 logics * Update src/diffusers/pipelines/chronoedit/pipeline_chronoedit.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * Update src/diffusers/pipelines/chronoedit/pipeline_chronoedit.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * add ChronoeEdit test * add docs * add docs * make fix-copies * fix chronoedit test --------- Co-authored-by: wjay <wjay@nvidia.com> Co-authored-by: YiYi Xu <yixu310@gmail.com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* update, remove intermediaate_inputs * support image2video * revert dynamic steps to simplify * refactor vae encoder block * support flf2video! * add support for wan2.2 14B * style * Apply suggestions from code review * input dynamic step -> additiional input step * up * fix init * update dtype
…scripts (huggingface#12616) The function load_model_dict_into_meta was moved from modeling_utils.py to model_loading_utils.py but the imports in the conversion scripts were not updated, causing ImportError when running these scripts. This fixes the import in 6 conversion scripts: - scripts/convert_sd3_to_diffusers.py - scripts/convert_stable_cascade_lite.py - scripts/convert_stable_cascade.py - scripts/convert_stable_audio.py - scripts/convert_sana_to_diffusers.py - scripts/convert_sana_controlnet_to_diffusers.py Fixes huggingface#12606
* update * update * update * update * update * update * update * update * update * update * update * update --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
update Co-authored-by: YiYi Xu <yixu310@gmail.com>
…support variable-length tuples (huggingface#12544) * Fix: update type hints for Tuple parameters across multiple files to support variable-length tuples * Apply style fixes --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
…e#12750) * Add ZImage LoRA support and integrate into ZImagePipeline * Add LoRA test for Z-Image * Move the LoRA test * Fix ZImage LoRA scale support and test configuration * Add ZImage LoRA test overrides for architecture differences - Override test_lora_fuse_nan to use ZImage's 'layers' attribute instead of 'transformer_blocks' - Skip block-level LoRA scaling test (not supported in ZImage) - Add required imports: numpy, torch_device, check_if_lora_correctly_set * Add ZImageLoraLoaderMixin to LoRA documentation * Use conditional import for peft.LoraConfig in ZImage tests * Override test_correct_lora_configs_with_different_ranks for ZImage ZImage uses 'attention.to_k' naming convention instead of 'attn.to_k', so the base test's module name search loop never finds a match. This override uses the correct naming pattern for ZImage architecture. * Add is_flaky decorator to ZImage LoRA tests initialise padding tokens * Skip ZImage LoRA test class entirely Skip the entire ZImageLoRATests class due to non-deterministic behavior from complex64 RoPE operations and torch.empty padding tokens. LoRA functionality works correctly with real models. Clean up removed: - Individual @unittest.skip decorators - @is_flaky decorator overrides for inherited methods - Custom test method overrides - Global torch deterministic settings - Unused imports (numpy, is_flaky, check_if_lora_correctly_set) --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
* add ovis_image * fix code quality * optimize pipeline_ovis_image.py according to the feedbacks * optimize imports * add docs * make style * make style * add ovis to toctree * oops --------- Co-authored-by: YiYi Xu <yixu310@gmail.com>
…g with empty dim. (huggingface#12770) * Refactor image padding logic to pervent zero tensor in transformer_z_image.py * Apply style fixes * Add more support to fix repeat bug on tpu devices. * Fix for dynamo compile error for multi if-branches. --------- Co-authored-by: Mingjia Li <mingjiali@tju.edu.cn> Co-authored-by: Mingjia Li <mail@mingjia.li> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
…orking properly (huggingface#12721) * Fixes huggingface#12673. Wrong default_stream is used. leading to wrong execution order when record_steram is enabled. * update * Update test --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
…2765) * start varlen variants for attn backend kernels. * maybe unflatten heads. * updates * remove unused function. * doc * up
* remove attn_processors property * more * up * up more. * up * add AttentionMixin to AuraFlow. * up * up * up * up
* add transformer pipeline first version --------- Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com> Co-authored-by: YiYi Xu <yixu310@gmail.com> Co-authored-by: Charles <charles@huggingface.co> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com> Co-authored-by: dmitrienkoae <dmitrienko.ae@phystech.edu> Co-authored-by: nvvaulin <nvvaulin@gmail.com>
…12639) * Fix(peft): Re-apply group offloading after deleting adapters * Test: Add regression test for group offloading + delete_adapters * Test: Add assertions to verify output changes after deletion * Test: Add try/finally to clean up group offloading hooks --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
fix hunuyanvideo 1.5 offloading tests.
…gingface#12741) * start zimage model tests. * up * up * up * up * up * up * up * up * up * up * up * up * Revert "up" This reverts commit bca3e27. * expand upon compilation failure reason. * Update tests/models/transformers/test_models_transformer_z_image.py Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com> * reinitialize the padding tokens to ones to prevent NaN problems. * updates * up * skipping ZImage DiT tests * up * up --------- Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>
* Z-Image-Turbo `from_single_file` * compute_dtype * -device cast
…uggingface#12767) refactor: add type hints and update docstrings for UniPCMultistepScheduler parameters and methods.
…encode (huggingface#12753) fix spatial compression ratio compute error for AutoEncoderKLWan Co-authored-by: lirui.926 <lirui.926@bytedance.com>
up Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
…mentation (huggingface#12791) fix timestepembeddings downscale_freq_shift to be consitant with Photoroom's original code
…ne layers (huggingface#12692) * fix: group offloading to support standalone computational layers in block-level offloading * test: for models with standalone and deeply nested layers in block-level offloading * feat: support for block-level offloading in group offloading config * fix: group offload block modules to AutoencoderKL and AutoencoderKLWan * fix: update group offloading tests to use AutoencoderKL and adjust input dimensions * refactor: streamline block offloading logic * Apply style fixes * update tests * update * fix for failing tests * clean up * revert to use skip_keys * clean up --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com> Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
* initial * toctree * fix * apply review and fix * Update docs/source/en/api/pipelines/z_image.md Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/api/pipelines/z_image.md Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/api/pipelines/z_image.md Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com> --------- Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
…ggingface#12796) * feat: Add `flow_prediction` to `prediction_type`, introduce `use_flow_sigmas`, `flow_shift`, `use_dynamic_shifting`, and `time_shift_type` parameters, and refine type hints for various arguments. * style: reformat argument wrapping in `_convert_to_beta` and `index_for_timestep` method signatures.
* init taylor_seer cache * make compatible with any tuple size returned * use logger for printing, add warmup feature * still update in warmup steps * refractor, add docs * add configurable cache, skip compute module * allow special cache ids only * add stop_predicts (cooldown) * update docs * apply ruff * update to handle multple calls per timestep * refractor to use state manager * fix format & doc * chores: naming, remove redundancy * add docs * quality & style * fix taylor precision * Apply style fixes * add tests * Apply style fixes * Remove TaylorSeerCacheTesterMixin from flux2 tests * rename identifiers, use more expressive taylor predict loop * torch compile compatible * Apply style fixes * Update src/diffusers/hooks/taylorseer_cache.py Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com> * update docs * make fix-copies * fix example usage. * remove tests on flux kontext --------- Co-authored-by: toilaluan <toilaluan@github.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com> Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Update the naming Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* add post init for safty checker Signed-off-by: jiqing-feng <jiqing.feng@intel.com> * check transformers version before post init Signed-off-by: jiqing-feng <jiqing.feng@intel.com> * Apply style fixes --------- Signed-off-by: jiqing-feng <jiqing.feng@intel.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
* support step-distilled * style
* Add ZImageImg2ImgPipeline
Updated the pipeline structure to include ZImageImg2ImgPipeline
alongside ZImagePipeline.
Implemented the ZImageImg2ImgPipeline class for image-to-image
transformations, including necessary methods for
encoding prompts, preparing latents, and denoising.
Enhanced the auto_pipeline to map the new ZImageImg2ImgPipeline
for image generation tasks.
Added unit tests for ZImageImg2ImgPipeline to ensure
functionality and performance.
Updated dummy objects to include ZImageImg2ImgPipeline for
testing purposes.
* Address review comments for ZImageImg2ImgPipeline
- Add `# Copied from` annotations to encode_prompt and _encode_prompt
- Add ZImagePipeline to auto_pipeline.py for AutoPipeline support
* Add ZImage pipeline documentation
---------
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
* Reimplement img2seq & seq2img in PRX to enable ONNX build without Col2Im (incompatible with TensorRT). * Apply style fixes --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
…py (huggingface#12798) feat: add flow sigmas, dynamic shifting, and refine type hints in DPMSolverSinglestepScheduler
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