- 08 Dec, 2025 5 commits
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sayakpaul authored
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CalamitousFelicitousness authored
* 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>
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YiYi Xu authored
* support step-distilled * style
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jiqing-feng authored
* 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>
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jingyu-ml authored
Update the naming Co-authored-by:Sayak Paul <spsayakpaul@gmail.com>
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- 06 Dec, 2025 1 commit
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Tran Thanh Luan authored
* 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>
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- 05 Dec, 2025 5 commits
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David El Malih authored
* 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.
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Sayak Paul authored
up
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sayakpaul authored
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Álvaro Somoza authored
* 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>
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swappy authored
* 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>
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- 04 Dec, 2025 6 commits
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David Bertoin authored
fix timestepembeddings downscale_freq_shift to be consitant with Photoroom's original code
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Sayak Paul authored
up Co-authored-by:Álvaro Somoza <asomoza@users.noreply.github.com>
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Jiang authored
fix spatial compression ratio compute error for AutoEncoderKLWan Co-authored-by:lirui.926 <lirui.926@bytedance.com>
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David El Malih authored
refactor: add type hints and update docstrings for UniPCMultistepScheduler parameters and methods.
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Sayak Paul authored
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hlky authored
* Z-Image-Turbo `from_single_file` * compute_dtype * -device cast
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- 03 Dec, 2025 8 commits
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Sayak Paul authored
* start zimage model tests. * up * up * up * up * up * up * up * up * up * up * up * up * Revert "up" This reverts commit bca3e27c96b942db49ccab8ddf824e7a54d43ed1. * 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>
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Sayak Paul authored
fix hunuyanvideo 1.5 offloading tests.
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Aditya Borate authored
* 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>
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Lev Novitskiy authored
* 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>
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Dhruv Nair authored
* update * update * Revert "update" This reverts commit 73906381ab76da96eb8f9b841177cd4f49861eb1. * Revert "update" This reverts commit 21a03f93ef0fbfa5f7a7d97708f75149b1d1b3b0. * update * update * update * update * update
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Sayak Paul authored
* remove attn_processors property * more * up * up more. * up * add AttentionMixin to AuraFlow. * up * up * up * up
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Sayak Paul authored
* start varlen variants for attn backend kernels. * maybe unflatten heads. * updates * remove unused function. * doc * up
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Kimbing Ng authored
* Fixes #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>
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- 02 Dec, 2025 3 commits
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Jerry Wu authored
* 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>
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Guo-Hua Wang authored
* 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>
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CalamitousFelicitousness authored
* 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>
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- 01 Dec, 2025 8 commits
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Sayak Paul authored
* feat: implement caption upsampling for flux.2. * doc * up * fix * up * fix system prompts
🤷 * up * up * up -
Sayak Paul authored
* Update bria_fibo.md with minor fixes * Apply suggestions from code review Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> --------- Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com>
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Gal Davidi authored
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DefTruth authored
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David El Malih authored
refactor: add type hints to methods and update docstrings for parameters.
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David El Malih authored
refactor: improve type hints for `beta_schedule`, `prediction_type`, and `timestep_spacing` parameters, and add return type hints to several methods.
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David El Malih authored
docs: Update Imagen Video paper link in scheduler docstrings.
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YiYi Xu authored
* add --------- Co-authored-by:
yiyi@huggingface.co <yiyi@ip-26-0-161-123.ec2.internal> Co-authored-by:
yiyi@huggingface.co <yiyi@ip-26-0-160-103.ec2.internal> Co-authored-by:
Sayak Paul <spsayakpaul@gmail.com> Co-authored-by:
github-actions[bot] <github-actions[bot]@users.noreply.github.com>
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- 29 Nov, 2025 1 commit
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DefTruth authored
* allow type-check for ZImageTransformer2DModel * make fix-copies
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- 28 Nov, 2025 2 commits
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Dhruv Nair authored
* update * update * update * update * Apply style fixes * update * update * update * update * update --------- Co-authored-by:github-actions[bot] <github-actions[bot]@users.noreply.github.com>
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Ayush Sur authored
* Fix examples not loading LoRA adapter weights from checkpoint * Updated lora saving logic with accelerate save_model_hook and load_model_hook * Formatted the changes using ruff * import and upcasting changed --------- Co-authored-by:Sayak Paul <spsayakpaul@gmail.com>
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- 27 Nov, 2025 1 commit
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Sayak Paul authored
up
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