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Author SHA1 Message Date
DN6 e48cfea91e update 2025-06-27 15:12:58 +05:30
DN6 1d2ea36678 update 2025-06-24 08:29:18 +05:30
imbr92 6760300202 Add --lora_alpha and metadata handling to train_dreambooth_lora_sana.py (#11744)
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2025-06-23 15:46:44 +03:00
Yuanchen Guo 798265f2b6 [Wan] Fix mask padding in Wan VACE pipeline. (#11778) 2025-06-23 16:28:21 +05:30
Dhruv Nair cd813499be [CI] Skip ONNX Upscale tests (#11774)
update
2025-06-23 12:14:01 +05:30
Sayak Paul fbddf02807 [tests] properly skip tests instead of return (#11771)
model test updates
2025-06-23 11:59:59 +05:30
Yao Matrix f20b83a04f enable cpu offloading of new pipelines on XPU & use device agnostic empty to make pipelines work on XPU (#11671)
* commit 1

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

* patch 2

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

* Update pipeline_pag_sana.py

* Update pipeline_sana.py

* Update pipeline_sana_controlnet.py

* Update pipeline_sana_sprint_img2img.py

* Update pipeline_sana_sprint.py

* fix style

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

* fix fat-thumb while merge conflict

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

* fix ci issues

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

---------

Signed-off-by: YAO Matrix <matrix.yao@intel.com>
Co-authored-by: Ilyas Moutawwakil <57442720+IlyasMoutawwakil@users.noreply.github.com>
2025-06-23 09:44:16 +05:30
jiqing-feng ee40088fe5 enable deterministic in bnb 4 bit tests (#11738)
* enable deterministic in bnb 4 bit tests

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix 8bit test

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

---------

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>
2025-06-23 08:17:36 +05:30
Tolga Cangöz 7fc53b5d66 Fix dimensionalities in apply_rotary_emb functions' comments (#11717)
Fix dimensionality in `apply_rotary_emb` functions' comments.
2025-06-21 12:09:28 -10:00
Steven Liu 0874dd04dc [docs] LoRA scale scheduling (#11727)
draft
2025-06-20 10:15:29 -07:00
Steven Liu 6184d8a433 [docs] device_map (#11711)
draft

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-06-20 10:14:48 -07:00
Steven Liu 5a6e386464 [docs] Quantization + torch.compile + offloading (#11703)
* draft

* feedback

* update

* feedback

* fix

* feedback

* feedback

* fix

* feedback
2025-06-20 10:11:39 -07:00
Dhruv Nair 42077e6c73 Fix failing cpu offload test for LTX Latent Upscale (#11755)
update
2025-06-20 06:07:34 +02:00
Sayak Paul 3d8d8485fc fix invalid component handling behaviour in PipelineQuantizationConfig (#11750)
* start

* updates
2025-06-20 07:54:12 +05:30
Dhruv Nair 195926bbdc Update Chroma Docs (#11753)
* update

* update

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-06-19 19:33:19 +02:00
Sayak Paul 85a916bb8b make group offloading work with disk/nvme transfers (#11682)
* start implementing disk offloading in group.

* delete diff file.

* updates.patch

* offload_to_disk_path

* check if safetensors already exist.

* add test and clarify.

* updates

* update todos.

* update more docs.

* update docs
2025-06-19 18:09:30 +05:30
Dhruv Nair 3287ce2890 Fix HiDream pipeline test module (#11754)
update
2025-06-19 17:06:14 +05:30
Dhruv Nair 0c11c8c1ac [CI] Fix SANA tests (#11756)
update
2025-06-19 17:06:02 +05:30
Dhruv Nair fc51583c8a [CI] Fix WAN VACE tests (#11757)
update
2025-06-19 17:03:12 +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
1086 changed files with 3432 additions and 2835 deletions
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@@ -248,7 +248,7 @@ jobs:
BIG_GPU_MEMORY: 40
run: |
python -m pytest -n 1 --max-worker-restart=0 --dist=loadfile \
-m "big_gpu_with_torch_cuda" \
-m "big_accelerator" \
--make-reports=tests_big_gpu_torch_cuda \
--report-log=tests_big_gpu_torch_cuda.log \
tests/
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@@ -1,4 +1,4 @@
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<!--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 -1
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@@ -1,4 +1,4 @@
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<!--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
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@@ -1,4 +1,4 @@
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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+2
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@@ -180,6 +180,8 @@
title: Caching
- local: optimization/memory
title: Reduce memory usage
- local: optimization/speed-memory-optims
title: Compile and offloading quantized models
- local: optimization/pruna
title: Pruna
- local: optimization/xformers
@@ -1,4 +1,4 @@
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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+1 -1
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@@ -1,4 +1,4 @@
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+1 -1
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@@ -1,4 +1,4 @@
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+1 -1
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+1 -1
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+1 -1
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the License. You may obtain a copy of the License at
+1 -1
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@@ -1,4 +1,4 @@
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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 -1
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@@ -1,4 +1,4 @@
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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 -1
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@@ -1,4 +1,4 @@
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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 -1
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@@ -1,4 +1,4 @@
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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
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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
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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 -1
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@@ -1,4 +1,4 @@
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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 -1
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@@ -1,4 +1,4 @@
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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 @@
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<!-- 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 @@
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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
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<!--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
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+1 -1
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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+1 -1
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@@ -1,4 +1,4 @@
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<!-- 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 @@
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<!-- 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 @@
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<!--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
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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+1 -1
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@@ -1,4 +1,4 @@
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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 @@
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@@ -1,4 +1,4 @@
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<!-- 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 @@
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<!-- 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 @@
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the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
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<!--Copyright 2025 The HuggingFace Team. All rights reserved.
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@@ -1,4 +1,4 @@
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@@ -1,4 +1,4 @@
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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 @@
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<!--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 -1
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@@ -1,4 +1,4 @@
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<!--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
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+1 -1
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@@ -1,4 +1,4 @@
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<!--Copyright 2025 The HuggingFace Team and The InstantX 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 -1
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@@ -1,4 +1,4 @@
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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 -1
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@@ -1,4 +1,4 @@
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<!--Copyright 2025 The HuggingFace Team and The InstantX 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 @@
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<!--Copyright 2025 The HuggingFace Team and The InstantX 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 @@
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the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
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@@ -1,4 +1,4 @@
<!-- Copyright 2024 The HuggingFace Team. All rights reserved.
<!-- Copyright 2025 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
@@ -1,4 +1,4 @@
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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@@ -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. 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 -1
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@@ -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
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@@ -1,4 +1,4 @@
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<!--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. You may obtain a copy of the License at
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<!--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
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<!--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
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<!--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
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<!--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
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<!--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
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<!--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
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<!--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
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<!--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
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<!--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
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<!--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
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<!-- 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
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<!--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
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<!--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
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<!--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
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<!--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
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<!--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
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@@ -27,9 +27,36 @@ Chroma can use all the same optimizations as Flux.
</Tip>
## Inference (Single File)
## Inference
The `ChromaTransformer2DModel` supports loading checkpoints in the original format. This is also useful when trying to load finetunes or quantized versions of the models that have been published by the community.
The Diffusers version of Chroma is based on the [`unlocked-v37`](https://huggingface.co/lodestones/Chroma/blob/main/chroma-unlocked-v37.safetensors) version of the original model, which is available in the [Chroma repository](https://huggingface.co/lodestones/Chroma).
```python
import torch
from diffusers import ChromaPipeline
pipe = ChromaPipeline.from_pretrained("lodestones/Chroma", torch_dtype=torch.bfloat16)
pipe.enabe_model_cpu_offload()
prompt = [
"A high-fashion close-up portrait of a blonde woman in clear sunglasses. The image uses a bold teal and red color split for dramatic lighting. The background is a simple teal-green. The photo is sharp and well-composed, and is designed for viewing with anaglyph 3D glasses for optimal effect. It looks professionally done."
]
negative_prompt = ["low quality, ugly, unfinished, out of focus, deformed, disfigure, blurry, smudged, restricted palette, flat colors"]
image = pipe(
prompt=prompt,
negative_prompt=negative_prompt,
generator=torch.Generator("cpu").manual_seed(433),
num_inference_steps=40,
guidance_scale=3.0,
num_images_per_prompt=1,
).images[0]
image.save("chroma.png")
```
## Loading from a single file
To use updated model checkpoints that are not in the Diffusers format, you can use the `ChromaTransformer2DModel` class to load the model from a single file in the original format. This is also useful when trying to load finetunes or quantized versions of the models that have been published by the community.
The following example demonstrates how to run Chroma from a single file.
@@ -38,30 +65,29 @@ Then run the following example
```python
import torch
from diffusers import ChromaTransformer2DModel, ChromaPipeline
from transformers import T5EncoderModel
bfl_repo = "black-forest-labs/FLUX.1-dev"
model_id = "lodestones/Chroma"
dtype = torch.bfloat16
transformer = ChromaTransformer2DModel.from_single_file("https://huggingface.co/lodestones/Chroma/blob/main/chroma-unlocked-v35.safetensors", torch_dtype=dtype)
text_encoder = T5EncoderModel.from_pretrained(bfl_repo, subfolder="text_encoder_2", torch_dtype=dtype)
tokenizer = T5Tokenizer.from_pretrained(bfl_repo, subfolder="tokenizer_2", torch_dtype=dtype)
pipe = ChromaPipeline.from_pretrained(bfl_repo, transformer=transformer, text_encoder=text_encoder, tokenizer=tokenizer, torch_dtype=dtype)
transformer = ChromaTransformer2DModel.from_single_file("https://huggingface.co/lodestones/Chroma/blob/main/chroma-unlocked-v37.safetensors", torch_dtype=dtype)
pipe = ChromaPipeline.from_pretrained(model_id, transformer=transformer, torch_dtype=dtype)
pipe.enable_model_cpu_offload()
prompt = "A cat holding a sign that says hello world"
prompt = [
"A high-fashion close-up portrait of a blonde woman in clear sunglasses. The image uses a bold teal and red color split for dramatic lighting. The background is a simple teal-green. The photo is sharp and well-composed, and is designed for viewing with anaglyph 3D glasses for optimal effect. It looks professionally done."
]
negative_prompt = ["low quality, ugly, unfinished, out of focus, deformed, disfigure, blurry, smudged, restricted palette, flat colors"]
image = pipe(
prompt,
guidance_scale=4.0,
output_type="pil",
num_inference_steps=26,
generator=torch.Generator("cpu").manual_seed(0)
prompt=prompt,
negative_prompt=negative_prompt,
generator=torch.Generator("cpu").manual_seed(433),
num_inference_steps=40,
guidance_scale=3.0,
).images[0]
image.save("image.png")
image.save("chroma-single-file.png")
```
## ChromaPipeline
@@ -69,3 +95,9 @@ image.save("image.png")
[[autodoc]] ChromaPipeline
- all
- __call__
## ChromaImg2ImgPipeline
[[autodoc]] ChromaImg2ImgPipeline
- all
- __call__
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<!--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.
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<!--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.
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<!--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.
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<!--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.
@@ -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 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
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<!--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

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