fix

fix a error
2025-12-09 14:04:37 +08:00 · 2024-02-15 02:45:31 +00:00 · 2024-02-15 00:45:41 +00:00 · 2024-02-15 00:42:19 +00:00 · 2024-02-14 23:44:15 +00:00 · 2024-02-13 09:35:20 +05:30
785 changed files with 4435 additions and 5083 deletions
--- a/.github/workflows/pr_tests.yml
+++ b/.github/workflows/pr_tests.yml
@@ -34,11 +34,6 @@ jobs:
            runner: docker-cpu
            image: diffusers/diffusers-pytorch-cpu
            report: torch_cpu_models_schedulers
-          - name: LoRA
-            framework: lora
-            runner: docker-cpu
-            image: diffusers/diffusers-pytorch-cpu
-            report: torch_cpu_lora
          - name: Fast Flax CPU tests
            framework: flax
            runner: docker-cpu
@@ -94,14 +89,6 @@ jobs:
          --make-reports=tests_${{ matrix.config.report }} \
          tests/models tests/schedulers tests/others

-    - name: Run fast PyTorch LoRA CPU tests
-      if: ${{ matrix.config.framework == 'lora' }}
-      run: |
-        python -m pytest -n 2 --max-worker-restart=0 --dist=loadfile \
-          -s -v -k "not Flax and not Onnx and not Dependency" \
-          --make-reports=tests_${{ matrix.config.report }} \
-          tests/lora
-
    - name: Run fast Flax TPU tests
      if: ${{ matrix.config.framework == 'flax' }}
      run: |
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/PHILOSOPHY.md
+++ b/PHILOSOPHY.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docker/diffusers-pytorch-compile-cuda/Dockerfile
+++ b/docker/diffusers-pytorch-compile-cuda/Dockerfile
@@ -26,9 +26,9 @@ ENV PATH="/opt/venv/bin:$PATH"
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
 RUN python3.9 -m pip install --no-cache-dir --upgrade pip && \
    python3.9 -m pip install --no-cache-dir \
-    torch==2.1.2 \
-    torchvision==0.16.2 \
-    torchaudio==2.1.2 \
+    torch \
+    torchvision \
+    torchaudio \
    invisible_watermark && \
    python3.9 -m pip install --no-cache-dir \
    accelerate \
--- a/docker/diffusers-pytorch-cpu/Dockerfile
+++ b/docker/diffusers-pytorch-cpu/Dockerfile
@@ -25,9 +25,9 @@ ENV PATH="/opt/venv/bin:$PATH"
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
 RUN python3 -m pip install --no-cache-dir --upgrade pip && \
    python3 -m pip install --no-cache-dir \
-        torch==2.1.2 \
-        torchvision==0.16.2 \
-        torchaudio==2.1.2 \
+        torch \
+        torchvision \
+        torchaudio \
        invisible_watermark \
        --extra-index-url https://download.pytorch.org/whl/cpu && \
    python3 -m pip install --no-cache-dir \
--- a/docker/diffusers-pytorch-cuda/Dockerfile
+++ b/docker/diffusers-pytorch-cuda/Dockerfile
@@ -25,9 +25,9 @@ ENV PATH="/opt/venv/bin:$PATH"
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
 RUN python3 -m pip install --no-cache-dir --upgrade pip && \
    python3 -m pip install --no-cache-dir \
-    torch==2.1.2 \
-    torchvision==0.16.2 \
-    torchaudio==2.1.2 \
+    torch \
+    torchvision \
+    torchaudio \
    invisible_watermark && \
    python3 -m pip install --no-cache-dir \
    accelerate \
--- a/docker/diffusers-pytorch-xformers-cuda/Dockerfile
+++ b/docker/diffusers-pytorch-xformers-cuda/Dockerfile
@@ -25,9 +25,9 @@ ENV PATH="/opt/venv/bin:$PATH"
 # pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
 RUN python3 -m pip install --no-cache-dir --upgrade pip && \
    python3 -m pip install --no-cache-dir \
-        torch==2.1.2 \
-        torchvision==0.16.2 \
-        torchaudio==2.1.2 \
+        torch \
+        torchvision \
+        torchaudio \
        invisible_watermark && \
    python3 -m pip install --no-cache-dir \
        accelerate \
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,5 +1,5 @@
 <!---
-Copyright 2023- The HuggingFace Team. All rights reserved.
+Copyright 2024- 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.
--- a/docs/TRANSLATING.md
+++ b/docs/TRANSLATING.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/activations.md
+++ b/docs/source/en/api/activations.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/attnprocessor.md
+++ b/docs/source/en/api/attnprocessor.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/configuration.md
+++ b/docs/source/en/api/configuration.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/image_processor.md
+++ b/docs/source/en/api/image_processor.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/internal_classes_overview.md
+++ b/docs/source/en/api/internal_classes_overview.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/loaders/ip_adapter.md
+++ b/docs/source/en/api/loaders/ip_adapter.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/loaders/lora.md
+++ b/docs/source/en/api/loaders/lora.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/loaders/peft.md
+++ b/docs/source/en/api/loaders/peft.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/loaders/single_file.md
+++ b/docs/source/en/api/loaders/single_file.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/loaders/textual_inversion.md
+++ b/docs/source/en/api/loaders/textual_inversion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/loaders/unet.md
+++ b/docs/source/en/api/loaders/unet.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/logging.md
+++ b/docs/source/en/api/logging.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/asymmetricautoencoderkl.md
+++ b/docs/source/en/api/models/asymmetricautoencoderkl.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/autoencoder_tiny.md
+++ b/docs/source/en/api/models/autoencoder_tiny.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/autoencoderkl.md
+++ b/docs/source/en/api/models/autoencoderkl.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/controlnet.md
+++ b/docs/source/en/api/models/controlnet.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/overview.md
+++ b/docs/source/en/api/models/overview.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/prior_transformer.md
+++ b/docs/source/en/api/models/prior_transformer.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/transformer2d.md
+++ b/docs/source/en/api/models/transformer2d.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/transformer_temporal.md
+++ b/docs/source/en/api/models/transformer_temporal.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/unet-motion.md
+++ b/docs/source/en/api/models/unet-motion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/unet.md
+++ b/docs/source/en/api/models/unet.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/unet2d-cond.md
+++ b/docs/source/en/api/models/unet2d-cond.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/unet2d.md
+++ b/docs/source/en/api/models/unet2d.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/unet3d-cond.md
+++ b/docs/source/en/api/models/unet3d-cond.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/models/vq.md
+++ b/docs/source/en/api/models/vq.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/normalization.md
+++ b/docs/source/en/api/normalization.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/outputs.md
+++ b/docs/source/en/api/outputs.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/amused.md
+++ b/docs/source/en/api/pipelines/amused.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/animatediff.md
+++ b/docs/source/en/api/pipelines/animatediff.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/attend_and_excite.md
+++ b/docs/source/en/api/pipelines/attend_and_excite.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/audioldm.md
+++ b/docs/source/en/api/pipelines/audioldm.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/audioldm2.md
+++ b/docs/source/en/api/pipelines/audioldm2.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/auto_pipeline.md
+++ b/docs/source/en/api/pipelines/auto_pipeline.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/blip_diffusion.md
+++ b/docs/source/en/api/pipelines/blip_diffusion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/consistency_models.md
+++ b/docs/source/en/api/pipelines/consistency_models.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/controlnet.md
+++ b/docs/source/en/api/pipelines/controlnet.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/controlnet_sdxl.md
+++ b/docs/source/en/api/pipelines/controlnet_sdxl.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/dance_diffusion.md
+++ b/docs/source/en/api/pipelines/dance_diffusion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/ddim.md
+++ b/docs/source/en/api/pipelines/ddim.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/ddpm.md
+++ b/docs/source/en/api/pipelines/ddpm.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/deepfloyd_if.md
+++ b/docs/source/en/api/pipelines/deepfloyd_if.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/diffedit.md
+++ b/docs/source/en/api/pipelines/diffedit.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/dit.md
+++ b/docs/source/en/api/pipelines/dit.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/i2vgenxl.md
+++ b/docs/source/en/api/pipelines/i2vgenxl.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
@@ -18,11 +18,11 @@ The abstract from the paper is:

 *Video synthesis has recently made remarkable strides benefiting from the rapid development of diffusion models. However, it still encounters challenges in terms of semantic accuracy, clarity and spatio-temporal continuity. They primarily arise from the scarcity of well-aligned text-video data and the complex inherent structure of videos, making it difficult for the model to simultaneously ensure semantic and qualitative excellence. In this report, we propose a cascaded I2VGen-XL approach that enhances model performance by decoupling these two factors and ensures the alignment of the input data by utilizing static images as a form of crucial guidance. I2VGen-XL consists of two stages: i) the base stage guarantees coherent semantics and preserves content from input images by using two hierarchical encoders, and ii) the refinement stage enhances the video's details by incorporating an additional brief text and improves the resolution to 1280×720. To improve the diversity, we collect around 35 million single-shot text-video pairs and 6 billion text-image pairs to optimize the model. By this means, I2VGen-XL can simultaneously enhance the semantic accuracy, continuity of details and clarity of generated videos. Through extensive experiments, we have investigated the underlying principles of I2VGen-XL and compared it with current top methods, which can demonstrate its effectiveness on diverse data. The source code and models will be publicly available at [this https URL](https://i2vgen-xl.github.io/).*

-The original codebase can be found [here](https://github.com/ali-vilab/i2vgen-xl/). The model checkpoints can be found [here](https://huggingface.co/ali-vilab/). 
+The original codebase can be found [here](https://github.com/ali-vilab/i2vgen-xl/). The model checkpoints can be found [here](https://huggingface.co/ali-vilab/).

 <Tip>

-Make sure to check out the Schedulers [guide](../../using-diffusers/schedulers) to learn how to explore the tradeoff between scheduler speed and quality, and see the [reuse components across pipelines](../../using-diffusers/loading#reuse-components-across-pipelines) section to learn how to efficiently load the same components into multiple pipelines. Also, to know more about reducing the memory usage of this pipeline, refer to the ["Reduce memory usage"] section [here](../../using-diffusers/svd#reduce-memory-usage). 
+Make sure to check out the Schedulers [guide](../../using-diffusers/schedulers) to learn how to explore the tradeoff between scheduler speed and quality, and see the [reuse components across pipelines](../../using-diffusers/loading#reuse-components-across-pipelines) section to learn how to efficiently load the same components into multiple pipelines. Also, to know more about reducing the memory usage of this pipeline, refer to the ["Reduce memory usage"] section [here](../../using-diffusers/svd#reduce-memory-usage).

 </Tip>

@@ -31,7 +31,7 @@ Sample output with I2VGenXL:
 <table>
    <tr>
        <td><center>
-        masterpiece, bestquality, sunset.
+        library.
        <br>
        <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/i2vgen-xl-example.gif"
            alt="library"
@@ -43,9 +43,9 @@ Sample output with I2VGenXL:
 ## Notes

 * I2VGenXL always uses a `clip_skip` value of 1. This means it leverages the penultimate layer representations from the text encoder of CLIP.
-* It can generate videos of quality that is often on par with [Stable Video Diffusion](../../using-diffusers/svd) (SVD). 
-* Unlike SVD, it additionally accepts text prompts as inputs. 
-* It can generate higher resolution videos. 
+* It can generate videos of quality that is often on par with [Stable Video Diffusion](../../using-diffusers/svd) (SVD).
+* Unlike SVD, it additionally accepts text prompts as inputs.
+* It can generate higher resolution videos.
 * When using the [`DDIMScheduler`] (which is default for this pipeline), less than 50 steps for inference leads to bad results.

 ## I2VGenXLPipeline
--- a/docs/source/en/api/pipelines/kandinsky.md
+++ b/docs/source/en/api/pipelines/kandinsky.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
 http://www.apache.org/licenses/LICENSE-2.0
--- a/docs/source/en/api/pipelines/kandinsky3.md
+++ b/docs/source/en/api/pipelines/kandinsky3.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
 http://www.apache.org/licenses/LICENSE-2.0
--- a/docs/source/en/api/pipelines/kandinsky_v22.md
+++ b/docs/source/en/api/pipelines/kandinsky_v22.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
 http://www.apache.org/licenses/LICENSE-2.0
--- a/docs/source/en/api/pipelines/latent_consistency_models.md
+++ b/docs/source/en/api/pipelines/latent_consistency_models.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/latent_diffusion.md
+++ b/docs/source/en/api/pipelines/latent_diffusion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/musicldm.md
+++ b/docs/source/en/api/pipelines/musicldm.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/overview.md
+++ b/docs/source/en/api/pipelines/overview.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/paint_by_example.md
+++ b/docs/source/en/api/pipelines/paint_by_example.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/panorama.md
+++ b/docs/source/en/api/pipelines/panorama.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/pia.md
+++ b/docs/source/en/api/pipelines/pia.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
@@ -70,7 +70,7 @@ Here are some sample outputs:
 <table>
    <tr>
        <td><center>
-        masterpiece, bestquality, sunset.
+        cat in a field.
        <br>
        <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/pia-default-output.gif"
            alt="cat in a field"
@@ -119,7 +119,7 @@ image = load_image(
    "https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/pix2pix/cat_6.png?download=true"
 )
 image = image.resize((512, 512))
-prompt = "cat in a hat"
+prompt = "cat in a field"
 negative_prompt = "wrong white balance, dark, sketches,worst quality,low quality"

 generator = torch.Generator("cpu").manual_seed(0)
@@ -132,7 +132,7 @@ export_to_gif(frames, "pia-freeinit-animation.gif")
 <table>
    <tr>
        <td><center>
-        masterpiece, bestquality, sunset.
+        cat in a field.
        <br>
        <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/pia-freeinit-output-cat.gif"
            alt="cat in a field"
--- a/docs/source/en/api/pipelines/pix2pix.md
+++ b/docs/source/en/api/pipelines/pix2pix.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/pixart.md
+++ b/docs/source/en/api/pipelines/pixart.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/self_attention_guidance.md
+++ b/docs/source/en/api/pipelines/self_attention_guidance.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/semantic_stable_diffusion.md
+++ b/docs/source/en/api/pipelines/semantic_stable_diffusion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/shap_e.md
+++ b/docs/source/en/api/pipelines/shap_e.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
 http://www.apache.org/licenses/LICENSE-2.0
--- a/docs/source/en/api/pipelines/stable_diffusion/adapter.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/adapter.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/depth2img.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/depth2img.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/gligen.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/gligen.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The GLIGEN Authors and The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 The GLIGEN Authors and 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
--- a/docs/source/en/api/pipelines/stable_diffusion/image_variation.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/image_variation.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/img2img.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/img2img.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/inpaint.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/inpaint.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/k_diffusion.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/k_diffusion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/latent_upscale.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/latent_upscale.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/ldm3d_diffusion.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/ldm3d_diffusion.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The Intel Labs Team Authors and HuggingFace Team. All rights reserved.
+<!--Copyright 2024 The Intel Labs Team Authors and 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
--- a/docs/source/en/api/pipelines/stable_diffusion/overview.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/overview.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/sdxl_turbo.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/sdxl_turbo.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_2.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_2.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_safe.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_safe.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_xl.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_xl.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/text2img.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/text2img.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_diffusion/upscale.md
+++ b/docs/source/en/api/pipelines/stable_diffusion/upscale.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/stable_unclip.md
+++ b/docs/source/en/api/pipelines/stable_unclip.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/text_to_video.md
+++ b/docs/source/en/api/pipelines/text_to_video.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
@@ -41,7 +41,7 @@ pipe = DiffusionPipeline.from_pretrained("damo-vilab/text-to-video-ms-1.7b", tor
 pipe = pipe.to("cuda")

 prompt = "Spiderman is surfing"
-video_frames = pipe(prompt).frames
+video_frames = pipe(prompt).frames[0]
 video_path = export_to_video(video_frames)
 video_path
 ```
@@ -64,7 +64,7 @@ pipe.enable_model_cpu_offload()
 pipe.enable_vae_slicing()

 prompt = "Darth Vader surfing a wave"
-video_frames = pipe(prompt, num_frames=64).frames
+video_frames = pipe(prompt, num_frames=64).frames[0]
 video_path = export_to_video(video_frames)
 video_path
 ```
@@ -83,7 +83,7 @@ pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config)
 pipe.enable_model_cpu_offload()

 prompt = "Spiderman is surfing"
-video_frames = pipe(prompt, num_inference_steps=25).frames
+video_frames = pipe(prompt, num_inference_steps=25).frames[0]
 video_path = export_to_video(video_frames)
 video_path
 ```
@@ -130,7 +130,7 @@ pipe.unet.enable_forward_chunking(chunk_size=1, dim=1)
 pipe.enable_vae_slicing()

 prompt = "Darth Vader surfing a wave"
-video_frames = pipe(prompt, num_frames=24).frames
+video_frames = pipe(prompt, num_frames=24).frames[0]
 video_path = export_to_video(video_frames)
 video_path
 ```
@@ -148,7 +148,7 @@ pipe.enable_vae_slicing()

 video = [Image.fromarray(frame).resize((1024, 576)) for frame in video_frames]

-video_frames = pipe(prompt, video=video, strength=0.6).frames
+video_frames = pipe(prompt, video=video, strength=0.6).frames[0]
 video_path = export_to_video(video_frames)
 video_path
 ```
--- a/docs/source/en/api/pipelines/text_to_video_zero.md
+++ b/docs/source/en/api/pipelines/text_to_video_zero.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/unclip.md
+++ b/docs/source/en/api/pipelines/unclip.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
 http://www.apache.org/licenses/LICENSE-2.0
--- a/docs/source/en/api/pipelines/unidiffuser.md
+++ b/docs/source/en/api/pipelines/unidiffuser.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/value_guided_sampling.md
+++ b/docs/source/en/api/pipelines/value_guided_sampling.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/pipelines/wuerstchen.md
+++ b/docs/source/en/api/pipelines/wuerstchen.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/cm_stochastic_iterative.md
+++ b/docs/source/en/api/schedulers/cm_stochastic_iterative.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/ddim.md
+++ b/docs/source/en/api/schedulers/ddim.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/ddim_inverse.md
+++ b/docs/source/en/api/schedulers/ddim_inverse.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/ddpm.md
+++ b/docs/source/en/api/schedulers/ddpm.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/deis.md
+++ b/docs/source/en/api/schedulers/deis.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/dpm_discrete.md
+++ b/docs/source/en/api/schedulers/dpm_discrete.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/dpm_discrete_ancestral.md
+++ b/docs/source/en/api/schedulers/dpm_discrete_ancestral.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/docs/source/en/api/schedulers/dpm_sde.md
+++ b/docs/source/en/api/schedulers/dpm_sde.md
@@ -1,4 +1,4 @@
-<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+<!--Copyright 2024 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
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
yiyixuxu	ef8c0bf51d	fix	2024-02-15 02:45:31 +00:00
yiyixuxu	04be74ed94	fix	2024-02-15 00:45:41 +00:00
yiyixuxu	e4bee5d8df	fix a error	2024-02-15 00:42:19 +00:00
yiyixuxu	9b1ff58b40	first draft	2024-02-14 23:44:15 +00:00
Alex Umnov	e7696e20f9	Updated lora inference instructions (#6913 ) * Updated lora inference instructions * Update examples/dreambooth/README.md Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> * Update README.md * Update README.md --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-13 09:35:20 +05:30
Piyush Thakur	4b89aeffe1	[Type annotations] fixed in save_model_card (#6948 ) fixed type annotations Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-13 08:56:45 +05:30
Steven Liu	0a1daadef8	[docs] Community pipelines (#6929 ) fix	2024-02-12 10:38:13 -08:00
Sayak Paul	371f765908	[Diffusers -> Original SD conversion] fix things (#6933 ) * fix: bias loading bug * fixes for SDXL * apply changes to the conversion script to match single_file_utils.py * do transpose to match the single file loading logic.	2024-02-12 17:30:22 +05:30
Piyush Thakur	75aee39eac	[Model Card] standardize T2I Adapter Sdxl model card (#6947 ) standardize model card template t21-adapter-sdxl	2024-02-12 16:43:20 +05:30
Dhruv Nair	215e6804d3	Unpin torch versions in CI (#6945 ) * update * update * update --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-12 16:01:05 +05:30
Disty0	9254d1f39a	Pass device to enable_model_cpu_offload in maybe_free_model_hooks (#6937 )	2024-02-12 13:42:32 +05:30
Piyush Thakur	e1bdcc7af3	[Model Card] standardize T2I Sdxl Lora model card (#6944 ) * standardize model card template t2i-lora-sdxl * type annotations	2024-02-12 11:45:40 +05:30
Dhruv Nair	84905ca728	Update PixArt Alpha test module to match src module (#6943 ) update	2024-02-12 11:01:33 +05:30
Piyush Thakur	6f336650c3	[Model Card] standardize T2I Sdxl model card (#6942 ) standardize model card template t2i-sdxl	2024-02-12 10:01:20 +05:30
Piyush Thakur	06a042cd0e	[Model Card] standardize T2I Lora model card (#6940 ) standardize model card t2i-lora	2024-02-12 10:01:13 +05:30
Piyush Thakur	8772496586	[Model Card] standardize T2I model card (#6939 ) * standardize model card * fix base_model	2024-02-12 10:00:41 +05:30
dg845	35fd84be27	Replace hardcoded values in SchedulerCommonTest with properties (#5479 ) --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> Co-authored-by: YiYi Xu <yixu310@gmail.com> Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>	2024-02-10 21:34:20 -10:00
YiYi Xu	f2756253e6	Fix a bug in `AutoPipeline.from_pipe` when switching pipeline with optional components (#6820 ) * fix * add tests --------- Co-authored-by: yiyixuxu <yixu310@gmail,com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-09 21:56:52 -10:00
YiYi Xu	0071478d9e	allow attention processors to have different signatures (#6915 ) add Co-authored-by: yiyixuxu <yixu310@gmail,com>	2024-02-09 21:56:19 -10:00
Sayak Paul	7c8cab313e	post release 0.26.2 (#6885 ) * post release * style * Empty-Commit --------- Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>	2024-02-09 07:36:38 -10:00
Sayak Paul	ca9ed5e8d1	[LoRA] deprecate certain lora methods from the old backend. (#6889 ) * deprecate certain lora methods from the old backend. * uncomment necessary things. * safe remove old lora backend 👋	2024-02-09 17:14:32 +01:00
Bingxin Ke	98b6bee1a1	[Community Pipeline][Bug Fix] marigold_depth_estimation: input image value range (#6787 ) [FIX] IMPORTANT: rgb normalization	2024-02-09 16:55:37 +01:00
Dhruv Nair	ab7113487c	More IPAdapter test fixes (#6888 ) update	2024-02-09 13:54:58 +05:30
camaro	59c307f1d5	Standardize model card for Controlnet (#6910 ) * controlnet * style --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-09 12:29:08 +05:30
Sayak Paul	159885adc6	correct hub_token exposition behaviour (thanks to @bghira). (#6918 )	2024-02-08 18:38:27 -10:00
Aryan	7337eea59b	[refactor] unnecessary lines in decode_latents in video pipelines (#6682 ) * refactor decode latents in video pipelines * make fix-copies	2024-02-08 17:10:52 -10:00
camaro	f07899a57c	Standardize model card for Controlnet SDXL (#6908 ) controlnet-sdxl	2024-02-09 07:53:39 +05:30
camaro	a83cc0c0bc	Standardize model card for Controlnet flax (#6909 ) * controlnet-flax * style --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-09 07:52:56 +05:30
C Q	db5194a45d	Fix Compatibility Issues in stable_diffusion_xl_reference.py (#6251 ) * Fix Compatibility Issues in stable_diffusion_xl_reference.py --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> Co-authored-by: YiYi Xu <yixu310@gmail.com>	2024-02-08 10:52:59 -10:00
shaoxiaowang	e6c9c2513f	fix examples/community/pipeline_stable_diffusion_xl_instantid.py (#6759 ) Co-authored-by: wangshaoxiao <wangshaoxiao@xiaomi.com>	2024-02-08 10:09:40 -10:00
Kyunghwan Kim	d643b6691f	Add vae tiling and slicing in img2img and inpaint (#6871 ) * Add vae tiling in img2img and inpaint * Add vae tiling not slicing	2024-02-08 09:50:00 -10:00
Michael	f5c9be3a0a	Remove <cat-toy> validation prompt from examples/textual_inversion/textual_inversion_sdxl.py (#6877 ) Remove <cat-toy> validation prompt from textual_inversion_sdxl.py The `<cat-toy>` validation prompt is a default choice for the example task in the README. But no other part of `textual_inversion_sdxl.py` references the cat toy and `textual_inversion.py` has a default validation prompt of `None` as well. So bring `textual_inversion_sdxl.py` in line with `textual_inversion.py` and change default validation prompt to `None`	2024-02-08 09:46:06 -10:00
Laisky.Cai	1824d0050e	fix: load_image should support PIL Image (#6904 ) Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-08 08:25:37 -10:00
Sayak Paul	30e5e81d58	change to 2024 in the license (#6902 ) change to 2024	2024-02-08 08:19:31 -10:00
Masamune Ishihara	8de78001df	Add fps argument to export_to_gif function. (#6786 )	2024-02-08 21:59:51 +05:30
Patryk Bartkowiak	3ac2357794	changed positional parameters to named parameters like in docs (#6905 ) Co-authored-by: Patryk Bartkowiak <patryk.bartkowiak@tcl.com> Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>	2024-02-08 21:39:03 +05:30
Ehsan Akhgari	17808a091e	Fix bug when converting checkpoint to diffusers format (#6900 ) This fixes #6899.	2024-02-08 18:52:11 +05:30
Sayak Paul	491a933a1b	[I2VGenXL] `attention_head_dim` in the UNet (#6872 ) * attention_head_dim * debug * print more info * correct num_attention_heads behaviour * down_block_num_attention_heads -> num_attention_heads. * correct the image link in doc. * add: deprecation for num_attention_head * fix: test argument to use attention_head_dim * more fixes. * quality * address comments. * remove depcrecation.	2024-02-08 12:30:14 +05:30
Sayak Paul	aa82df52e7	[IP Adapters] introduce `ip_adapter_image_embeds` in the SD pipeline call (#6868 ) * add: support for passing ip adapter image embeddings * debugging * make feature_extractor unloading conditioned on safety_checker * better condition * type annotation * index to look into value slices * more debugging * debugging * serialize embeddings dict * better conditioning * remove unnecessary prints. * Update src/diffusers/loaders/ip_adapter.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * make fix-copies and styling. * styling and further copy fixing. * fix: check_inputs call in controlnet sdxl img2img pipeline --------- Co-authored-by: YiYi Xu <yixu310@gmail.com>	2024-02-08 11:10:10 +05:30
Srimanth Agastyaraju	a11b0f83b7	Fix: training resume from fp16 for SDXL Consistency Distillation (#6840 ) * Fix: training resume from fp16 for lcm distill lora sdxl * Fix coding quality - run linter * Fix 1 - shift mixed precision cast before optimizer * Fix 2 - State dict errors by removing load_lora_into_unet * Update train_lcm_distill_lora_sdxl.py - Revert default cache dir to None --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-08 11:09:29 +05:30
Sayak Paul	1835510524	Remove `torch_dtype` in to() to end deprecation (#6886 ) * remove torch_dtype from to() * remove torch_dtype from usage scripts. * remove old lora backend * Revert "remove old lora backend" This reverts commit `adcddf6ba4`.	2024-02-08 09:38:57 +05:30
camaro	4a3d52850b	fix: keyword argument mismatch (#6895 )	2024-02-08 09:37:56 +05:30
YiYi Xu	97d004b9b4	[ip-adapter] make sure length of `scale` is same as number of ip-adapters when using `set_ip_adapter_scale` (#6884 ) add Co-authored-by: yiyixuxu <yixu310@gmail,com>	2024-02-07 10:13:12 -10:00
Sayak Paul	76696dca55	[Model Card] standardize dreambooth model card (#6729 ) * feat: standarize model card creation for dreambooth training. * correct 'inference * remove comments. * take component out of kwargs * style * add: card template to have a leaner description. * widget support. * propagate changes to train_dreambooth_lora * propagate changes to custom diffusion * make widget properly type-annotated	2024-02-07 15:07:11 +05:30
Félix Sanz	17612de451	fix: typo in callback function name and property (#6834 ) * fix: callback function name is incorrect On this tutorial there is a function defined and then used inside `callback_on_step_end` argument, but the name was not correct (mismatch) * fix: typo in num_timestep (correct is num_timesteps) fixed property name	2024-02-06 12:05:40 -08:00
Dhruv Nair	994360f7a5	Fix last IP Adapter test (#6875 ) update	2024-02-06 08:53:40 -10:00
Dhruv Nair	e6a48db633	Refactor Deepfloyd IF tests. (#6855 ) * update * update * update	2024-02-06 16:43:17 +05:30
sayakpaul	4f1df69d1a	Revert "add attention_head_dim" This reverts commit `15f6b22466`.	2024-02-06 14:48:49 +05:30
sayakpaul	15f6b22466	add attention_head_dim	2024-02-06 14:48:07 +05:30
Sayak Paul	e6fd9ada3a	[I2vGenXL] clean up things (#6845 ) * remove _to_tensor * remove _to_tensor definition * remove _collapse_frames_into_batch * remove lora for not bloating the code. * remove sample_size. * simplify code a bit more * ensure timesteps are always in tensor.	2024-02-06 09:22:07 +05:30
Edward Li	493228a708	Fix `AutoencoderTiny` with `use_slicing` (#6850 ) * Fix `AutoencoderTiny` with `use_slicing` When using slicing with AutoencoderTiny, the encoder mistakenly encodes the entire batch for every image in the batch. * Fixed formatting issue	2024-02-05 09:18:22 -10:00
Dhruv Nair	8bf046b7fb	Add single file and IP Adapter support to PIA Pipeline (#6851 ) update	2024-02-05 16:23:18 +05:30
Dhruv Nair	bb99623d09	Update IP Adapter tests to use cosine similarity distance (#6806 ) * update * update	2024-02-05 16:22:59 +05:30
Dhruv Nair	fdf55b1f1c	Fix posix path issue in testing utils (#6849 ) update	2024-02-05 08:57:18 +05:30
小咩Goat	c6f8c310c3	Fix forward pass in UNetMotionModel when gradient checkpoint is enabled (#6744 ) fix #6742 Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>	2024-02-05 08:04:01 +05:30
YiYi Xu	64909f17b7	update IP-adapter code in UNetMotionModel (#6828 ) fix Co-authored-by: yiyixuxu <yixu310@gmail,com>	2024-02-05 07:26:46 +05:30
Dhruv Nair	f09ca909c8	Multiple small fixes to Video Pipeline docs (#6805 ) * update * update * update * Update src/diffusers/pipelines/i2vgen_xl/pipeline_i2vgen_xl.py Co-authored-by: YiYi Xu <yixu310@gmail.com> * update * update --------- Co-authored-by: YiYi Xu <yixu310@gmail.com>	2024-02-05 07:24:38 +05:30
YiYi Xu	a5fc62f819	add `self.use_ada_layer_norm_*` params back to `BasicTransformerBlock` (#6841 ) fix sd reference community ppeline Co-authored-by: yiyixuxu <yixu310@gmail,com>	2024-02-04 11:16:44 -10:00
Linoy Tsaban	fbdf26bac5	[dreambooth lora sdxl] add sdxl micro conditioning (#6795 ) * add micro conditioning * remove redundant lines * style * fix missing 's' * fix missing shape bug due to missing RGB if statement * remove redundant if, change arg order --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-04 16:00:09 +02:00
Fabio Rigano	13001ee315	Bugfix in IPAdapterFaceID (#6835 )	2024-02-03 08:56:55 -10:00
Linoy Tsaban	65329aed98	[advanced dreambooth lora sdxl script] new features + bug fixes (#6691 ) * add noise_offset param * micro conditioning - wip * image processing adjusted and moved to support micro conditioning * change time ids to be computed inside train loop * change time ids to be computed inside train loop * change time ids to be computed inside train loop * time ids shape fix * move token replacement of validation prompt to the same section of instance prompt and class prompt * add offset noise to sd15 advanced script * fix token loading during validation * fix token loading during validation in sdxl script * a little clean * style * a little clean * style * sdxl script - a little clean + minor path fix sd 1.5 script - change default resolution value * ad 1.5 script - minor path fix * fix missing comma in code example in model card * clean up commented lines * style * remove time ids computed outside training loop - no longer used now that we utilize micro-conditioning, as all time ids are now computed inside the training loop * style * [WIP] - added draft readme, building off of examples/dreambooth/README.md * readme * readme * readme * readme * readme * readme * readme * readme * removed --crops_coords_top_left from CLI args * style * fix missing shape bug due to missing RGB if statement * add blog mention at the start of the reamde as well * Update examples/advanced_diffusion_training/README.md Co-authored-by: Sayak Paul <spsayakpaul@gmail.com> * change note to render nicely as well --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-03 17:33:43 +02:00
Stephen	02338c9317	Change path to posix (testing_utils.py) (#6803 ) change path to pathlib as_posix Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>	2024-02-03 12:44:13 +05:30
Younes Belkada	15ed53d272	Fixes LoRA SDXL training script with DDP + PEFT (#6816 ) Update train_dreambooth_lora_sdxl.py	2024-02-03 09:46:32 +05:30
UmerHA	9cc59ba089	[Contributor Experience] Fix test collection on MPS (#6808 ) * Update testing_utils.py * Update testing_utils.py	2024-02-02 20:59:00 +05:30
YiYi Xu	adcbe674a4	[refactor]Scheduler.set_begin_index (#6728 )	2024-02-01 09:51:02 -10:00
Sayak Paul	ec9840a5db	[Refactor] harmonize the module structure for models in tests (#6738 ) * harmonize the module structure for models in tests * make the folders modules. --------- Co-authored-by: YiYi Xu <yixu310@gmail.com>	2024-02-01 14:23:39 +05:30
YiYi Xu	093a03a1a1	add is_torchvision_available (#6800 ) * add * remove transformer --------- Co-authored-by: yiyixuxu <yixu310@gmail,com>	2024-01-31 20:01:44 -10:00
Patrick von Platen	c3369f5673	fix torchvision import (#6796 )	2024-01-31 12:13:10 -10:00