update

[LoRA] refactor lora loading at the model-level (#11719 )
* factor out stuff from load_lora_adapter(). * simplifying text encoder lora loading. * fix peft.py * fix logging locations. * formatting * fix * update * update * update
2025-06-19 14:36:41 +05:30 · 2025-06-19 13:06:25 +05:30 · 2025-06-19 11:09:33 +05:30 · 2025-06-19 08:07:47 +05:30 · 2025-06-19 07:46:01 +05:30 · 2025-06-19 07:45:06 +05:30
1079 changed files with 5603 additions and 1394 deletions
@@ -1,4 +1,4 @@
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@@ -180,6 +180,8 @@
    title: Caching
  - local: optimization/memory
    title: Reduce memory usage
+  - local: optimization/pruna
+    title: Pruna
  - local: optimization/xformers
    title: xFormers
  - local: optimization/tome
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-<!--Copyright 2024 The HuggingFace Team, The Black Forest Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team, The Black Forest Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!--Copyright 2024 The HuggingFace Team, The InstantX Team, and the XLabs Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team, The InstantX Team, and the XLabs Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!--Copyright 2024 The HuggingFace Team and Tencent Hunyuan Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team and Tencent Hunyuan Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+<!--Copyright 2025 The HuggingFace Team. All rights reserved.

 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
 the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
-<!-- Copyright 2024 The HuggingFace Team. All rights reserved.
+<!-- Copyright 2025 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -36,6 +36,22 @@ Make sure to check out the Schedulers [guide](../../using-diffusers/schedulers)
  - all
  - __call__

+## Cosmos2TextToImagePipeline
+
+[[autodoc]] Cosmos2TextToImagePipeline
+  - all
+  - __call__
+
+## Cosmos2VideoToWorldPipeline
+
+[[autodoc]] Cosmos2VideoToWorldPipeline
+  - all
+  - __call__
+
 ## CosmosPipelineOutput

 [[autodoc]] pipelines.cosmos.pipeline_output.CosmosPipelineOutput
+
+## CosmosImagePipelineOutput
+
+[[autodoc]] pipelines.cosmos.pipeline_output.CosmosImagePipelineOutput
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
DN6	95d39a7205	update	2025-06-19 14:36:41 +05:30
Sayak Paul	fb57c76aa1	[LoRA] refactor lora loading at the model-level (#11719 ) * factor out stuff from load_lora_adapter(). * simplifying text encoder lora loading. * fix peft.py * fix logging locations. * formatting * fix * update * update * update	2025-06-19 13:06:25 +05:30
dependabot[bot]	7251bb4fd0	Bump urllib3 from 2.2.3 to 2.5.0 in /examples/server (#11748 ) Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.2.3 to 2.5.0. - [Release notes](https://github.com/urllib3/urllib3/releases) - [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst) - [Commits](https://github.com/urllib3/urllib3/compare/2.2.3...2.5.0) --- updated-dependencies: - dependency-name: urllib3 dependency-version: 2.5.0 dependency-type: indirect ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>	2025-06-19 11:09:33 +05:30
Aryan	3fba74e153	Add missing HiDream license (#11747 ) update	2025-06-19 08:07:47 +05:30
Aryan	a4df8dbc40	Update more licenses to 2025 (#11746 ) update	2025-06-19 07:46:01 +05:30
Sayak Paul	48eae6f420	[Quantizers] add `is_compileable` property to quantizers. (#11736 ) add is_compileable property to quantizers.	2025-06-19 07:45:06 +05:30
Dhruv Nair	66394bf6c7	Chroma Follow Up (#11725 ) * update * update * update * update * update * update * update * update * update * update * update * update * update * update * update * update * update * update * update * update * updte * update * update * update	2025-06-18 22:24:41 +05:30
Sayak Paul	62cce3045d	[chore] change to 2025 licensing for remaining (#11741 ) change to 2025 licensing for remaining	2025-06-18 20:56:00 +05:30
Sayak Paul	05e867784d	[tests] device_map tests for all models. (#11708 ) * device_map tests for all models. * updates * Update tests/models/test_modeling_common.py Co-authored-by: Aryan <aryan@huggingface.co> * fix device_map in test --------- Co-authored-by: Aryan <aryan@huggingface.co>	2025-06-18 10:52:06 +05:30
Leo Jiang	d72184eba3	[training] add ds support to lora hidream (#11737 ) * [training] add ds support to lora hidream * Apply style fixes --------- Co-authored-by: J石页 <jiangshuo9@h-partners.com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>	2025-06-18 09:26:02 +05:30
Saurabh Misra	5ce4814af1	⚡️ Speed up method `AutoencoderKLWan.clear_cache` by 886% (#11665 ) * ⚡️ Speed up method `AutoencoderKLWan.clear_cache` by 886% Key optimizations: - Compute the number of `WanCausalConv3d` modules in each model (`encoder`/`decoder`) only once during initialization, store in `self._cached_conv_counts`. This removes unnecessary repeated tree traversals at every `clear_cache` call, which was the main bottleneck (from profiling). - The internal helper `_count_conv3d_fast` is optimized via a generator expression with `sum` for efficiency. All comments from the original code are preserved, except for updated or removed local docstrings/comments relevant to changed lines. Function signatures and outputs remain unchanged. * Apply style fixes * Apply suggestions from code review Co-authored-by: Aryan <contact.aryanvs@gmail.com> * Apply style fixes --------- Co-authored-by: codeflash-ai[bot] <148906541+codeflash-ai[bot]@users.noreply.github.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com> Co-authored-by: Aryan <aryan@huggingface.co> Co-authored-by: Aryan <contact.aryanvs@gmail.com> Co-authored-by: Aseem Saxena <aseem.bits@gmail.com>	2025-06-18 08:46:03 +05:30
Linoy Tsaban	1bc6f3dc0f	[LoRA training] update metadata use for lora alpha + README (#11723 ) * lora alpha * Apply style fixes * Update examples/advanced_diffusion_training/README_flux.md Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> * fix readme format --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2025-06-17 12:19:27 +03:00
Aryan	79bd7ecc78	Support more Wan loras (VACE) (#11726 ) update	2025-06-17 10:39:18 +05:30
David Berenstein	9b834f8710	Add Pruna optimization framework documentation (#11688 ) * Add Pruna optimization framework documentation - Introduced a new section for Pruna in the table of contents. - Added comprehensive documentation for Pruna, detailing its optimization techniques, installation instructions, and examples for optimizing and evaluating models * Enhance Pruna documentation with image alt text and code block formatting - Added alt text to images for better accessibility and context. - Changed code block syntax from diff to python for improved clarity. * Add installation section to Pruna documentation - Introduced a new installation section in the Pruna documentation to guide users on how to install the framework. - Enhanced the overall clarity and usability of the documentation for new users. * Update pruna.md * Update pruna.md * Update Pruna documentation for model optimization and evaluation - Changed section titles for consistency and clarity, from "Optimizing models" to "Optimize models" and "Evaluating and benchmarking optimized models" to "Evaluate and benchmark models". - Enhanced descriptions to clarify the use of `diffusers` models and the evaluation process. - Added a new example for evaluating standalone `diffusers` models. - Updated references and links for better navigation within the documentation. * Refactor Pruna documentation for clarity and consistency - Removed outdated references to FLUX-juiced and streamlined the explanation of benchmarking. - Enhanced the description of evaluating standalone `diffusers` models. - Cleaned up code examples by removing unnecessary imports and comments for better readability. * Apply suggestions from code review Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com> * Enhance Pruna documentation with new examples and clarifications - Added an image to illustrate the optimization process. - Updated the explanation for sharing and loading optimized models on the Hugging Face Hub. - Clarified the evaluation process for optimized models using the EvaluationAgent. - Improved descriptions for defining metrics and evaluating standalone diffusers models. --------- Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>	2025-06-16 12:25:05 -07:00
Carl Thomé	81426b0f19	Fix misleading comment (#11722 )	2025-06-16 08:47:00 -10:00
Sayak Paul	f0dba33d82	[training] show how metadata stuff should be incorporated in training scripts. (#11707 ) * show how metadata stuff should be incorporated in training scripts. * typing * fix --------- Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>	2025-06-16 16:42:34 +05:30
Sayak Paul	d1db4f853a	[LoRA ]fix flux lora loader when return_metadata is true for non-diffusers (#11716 ) * fix flux lora loader when return_metadata is true for non-diffusers * remove annotation	2025-06-16 14:26:35 +05:30
Edna	8adc6003ba	Chroma Pipeline (#11698 ) * working state from hameerabbasi and iddl * working state form hameerabbasi and iddl (transformer) * working state (normalization) * working state (embeddings) * add chroma loader * add chroma to mappings * add chroma to transformer init * take out variant stuff * get decently far in changing variant stuff * add chroma init * make chroma output class * add chroma transformer to dummy tp * add chroma to init * add chroma to init * fix single file * update * update * add chroma to auto pipeline * add chroma to pipeline init * change to chroma transformer * take out variant from blocks * swap embedder location * remove prompt_2 * work on swapping text encoders * remove mask function * dont modify mask (for now) * wrap attn mask * no attn mask (can't get it to work) * remove pooled prompt embeds * change to my own unpooled embeddeer * fix load * take pooled projections out of transformer * ensure correct dtype for chroma embeddings * update * use dn6 attn mask + fix true_cfg_scale * use chroma pipeline output * use DN6 embeddings * remove guidance * remove guidance embed (pipeline) * remove guidance from embeddings * don't return length * dont change dtype * remove unused stuff, fix up docs * add chroma autodoc * add .md (oops) * initial chroma docs * undo don't change dtype * undo arxiv change unsure why that happened * fix hf papers regression in more places * Update docs/source/en/api/pipelines/chroma.md Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com> * do_cfg -> self.do_classifier_free_guidance * Update docs/source/en/api/models/chroma_transformer.md Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com> * Update chroma.md * Move chroma layers into transformer * Remove pruned AdaLayerNorms * Add chroma fast tests * (untested) batch cond and uncond * Add # Copied from for shift * Update # Copied from statements * update norm imports * Revert cond + uncond batching * Add transformer tests * move chroma test (oops) * chroma init * fix chroma pipeline fast tests * Update src/diffusers/models/transformers/transformer_chroma.py Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com> * Move Approximator and Embeddings * Fix auto pipeline + make style, quality * make style * Apply style fixes * switch to new input ids * fix # Copied from error * remove # Copied from on protected members * try to fix import * fix import * make fix-copes * revert style fix * update chroma transformer params * update chroma transformer approximator init params * update to pad tokens * fix batch inference * Make more pipeline tests work * Make most transformer tests work * fix docs * make style, make quality * skip batch tests * fix test skipping * fix test skipping again * fix for tests * Fix all pipeline test * update * push local changes, fix docs * add encoder test, remove pooled dim * default proj dim * fix tests * fix equal size list input * update * push local changes, fix docs * add encoder test, remove pooled dim * default proj dim * fix tests * fix equal size list input * Revert "fix equal size list input" This reverts commit `3fe4ad67d5`. * update * update * update * update * update --------- Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com> Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>	2025-06-14 06:52:56 +05:30
Aryan	9f91305f85	Cosmos Predict2 (#11695 ) * support text-to-image * update example * make fix-copies * support use_flow_sigmas in EDM scheduler instead of maintain cosmos-specific scheduler * support video-to-world * update * rename text2image pipeline * make fix-copies * add t2i test * add test for v2w pipeline * support edm dpmsolver multistep * update * update * update * update tests * fix tests * safety checker * make conversion script work without guardrail	2025-06-14 01:51:29 +05:30