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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
|
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@@ -180,6 +180,8 @@
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title: Caching
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- local: optimization/memory
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title: Reduce memory usage
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- local: optimization/speed-memory-optims
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title: Compile and offloading quantized models
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- local: optimization/pruna
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title: Pruna
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- local: optimization/xformers
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@@ -1,4 +1,4 @@
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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
|
||||
|
||||
@@ -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
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@@ -37,6 +37,10 @@ To learn more about how to load LoRA weights, see the [LoRA](../../using-diffuse
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</Tip>
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## LoraBaseMixin
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[[autodoc]] loaders.lora_base.LoraBaseMixin
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## StableDiffusionLoraLoaderMixin
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[[autodoc]] loaders.lora_pipeline.StableDiffusionLoraLoaderMixin
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@@ -96,10 +100,6 @@ To learn more about how to load LoRA weights, see the [LoRA](../../using-diffuse
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[[autodoc]] loaders.lora_pipeline.HiDreamImageLoraLoaderMixin
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## LoraBaseMixin
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[[autodoc]] loaders.lora_base.LoraBaseMixin
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## WanLoraLoaderMixin
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[[autodoc]] loaders.lora_pipeline.WanLoraLoaderMixin
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@@ -1,4 +1,4 @@
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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
|
||||
|
||||
@@ -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
|
||||
|
||||
@@ -1,4 +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
|
||||
|
||||
@@ -1,4 +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
|
||||
|
||||
@@ -1,4 +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 and The InstantX Team. All rights reserved.
|
||||
<!--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
|
||||
|
||||
@@ -1,4 +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 and The InstantX Team. All rights reserved.
|
||||
<!--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 @@
|
||||
<!--Copyright 2024 The HuggingFace Team and The InstantX Team. All rights reserved.
|
||||
<!--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 @@
|
||||
<!--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
|
||||
|
||||
@@ -1,4 +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
|
||||
|
||||
@@ -1,4 +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
|
||||
|
||||
@@ -1,4 +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
|
||||
|
||||
@@ -1,4 +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
|
||||
|
||||
@@ -1,4 +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
|
||||
|
||||
@@ -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__
|
||||
|
||||
@@ -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.
|
||||
|
||||
@@ -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.
|
||||
|
||||
@@ -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.
|
||||
|
||||
@@ -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.
|
||||
|
||||
@@ -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
|
||||
|
||||
@@ -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
|
||||
|
||||
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Reference in New Issue
Block a user