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78 Commits

Author SHA1 Message Date
Dhruv Nair fef7e363a1 update 2024-02-16 10:58:39 +00:00
co63oc c0f5346a20 Fix procecss process (#6591)
* Fix words

* Fix

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-02-15 19:06:33 -10:00
Sayak Paul 087daee2f0 add: peft to the benchmark workflow (#6989) 2024-02-16 09:29:10 +05:30
Paakhhi 7e164d98a8 Fix diffusers import prompt2prompt (#6927)
* Bugfix: correct import for diffusers

* Fix: Prompt2Prompt example

* Format style

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-02-15 15:30:16 -10:00
Sayak Paul e6d1728e0a [IP Adapters] feat: allow low_cpu_mem_usage in ip adapter loading (#6946)
* feat: allow low_cpu_mem_usage in ip adapter loading

* reduce the number of device placements.

* documentation.

* throw low_cpu_mem_usage warning only once from the main entry point.
2024-02-15 15:37:17 +05:30
Linoy Tsaban 8f2c7b4df0 [advanced sdxl lora script] - fix #6967 bug when using prior preservation loss (#6968)
* fix bug in micro-conditioning of class images

* fix bug in micro-conditioning of class images

* style
2024-02-15 12:20:05 +05:30
YiYi Xu 2e387dad5f fix IPAdapter unload_ip_adapter test (#6972)
add

Co-authored-by: yiyixuxu <yixu310@gmail,com>
2024-02-14 20:42:40 -10:00
Steven Liu 9efe1e52c3 [docs] IP-Adapter (#6897)
* use cases

* first draft

* fix image links

* lcm-lora

* feedback

* review

* feedback

* feedback
2024-02-14 13:23:37 -08:00
Sayak Paul 37b09517b9 fix: controlnet inpaint single file. (#6975) 2024-02-14 19:04:57 +05:30
Sayak Paul 4343ce2c8e [Core] Harmonize single file ckpt model loading (#6971)
* use load_model_into_meta in single file utils

* propagate to autoencoder and controlnet.

* correct class name access behaviour.

* remove torch_dtype from load_model_into_meta; seems unncessary

* remove incorrect kwarg

* style to avoid extra unnecessary line breaks
2024-02-14 10:49:06 +05:30
Younes Belkada 0ca7b68198 [PEFT / docs] Add a note about torch.compile (#6864)
* Update using_peft_for_inference.md

* add more explanation
2024-02-14 02:29:29 +01:00
Dhruv Nair 3cf4f9c735 Allow passing config_file argument to ControlNetModel when using from_single_file (#6959)
* update

* update

* update
2024-02-13 18:54:53 +05:30
Dhruv Nair 40dd9cb2bd Move SDXL T2I Adapter lora test into PEFT workflow (#6965)
update
2024-02-13 17:08:53 +05:30
Dhruv Nair 30bcda7de6 Fix flaky IP Adapter test (#6960)
update
2024-02-13 17:07:39 +05:30
YiYi Xu 9ea62d119a [DPMSolverSinglestepScheduler] correct get_order_list for solver_order=2and lower_order_final=True (#6953)
* add

* change default

---------

Co-authored-by: yiyixuxu <yixu310@gmail,com>
2024-02-12 22:10:33 -10:00
Dhruv Nair a326d61118 Fix configuring VAE from single file mixin (#6950)
* update
2024-02-12 22:10:05 -10:00
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
792 changed files with 5148 additions and 5605 deletions
+1 -1
View File
@@ -32,7 +32,7 @@ jobs:
run: |
apt-get update && apt-get install libsndfile1-dev libgl1 -y
python -m pip install -e .[quality,test]
python -m pip install pandas
python -m pip install pandas peft
- name: Environment
run: |
python utils/print_env.py
-13
View File
@@ -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: ${{ matrix.config.framework == 'flax' }}
run: |
+1 -1
View File
@@ -1,4 +1,4 @@
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
<!--Copyright 2024 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
+1 -1
View File
@@ -1,4 +1,4 @@
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
<!--Copyright 2024 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
@@ -26,9 +26,9 @@ ENV PATH="/opt/venv/bin:$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 \
+3 -3
View File
@@ -25,9 +25,9 @@ ENV PATH="/opt/venv/bin:$PATH"
# pre-install the heavy dependencies (these can later be overridden by the deps from setup.py)
RUN python3 -m pip install --no-cache-dir --upgrade pip && \
python3 -m pip install --no-cache-dir \
torch==2.1.2 \
torchvision==0.16.2 \
torchaudio==2.1.2 \
torch \
torchvision \
torchaudio \
invisible_watermark \
--extra-index-url https://download.pytorch.org/whl/cpu && \
python3 -m pip install --no-cache-dir \
+3 -3
View File
@@ -25,9 +25,9 @@ ENV PATH="/opt/venv/bin:$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 \
@@ -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 \
+1 -1
View File
@@ -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.
+1 -1
View File
@@ -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
+2
View File
@@ -58,6 +58,8 @@
- sections:
- local: using-diffusers/textual_inversion_inference
title: Textual inversion
- local: using-diffusers/ip_adapter
title: IP-Adapter
- local: training/distributed_inference
title: Distributed inference with multiple GPUs
- local: using-diffusers/reusing_seeds
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# IP-Adapter
[IP-Adapter](https://hf.co/papers/2308.06721) is a lightweight adapter that enables prompting a diffusion model with an image. This method decouples the cross-attention layers of the image and text features. The image features are generated from an image encoder. Files generated from IP-Adapter are only ~100MBs.
[IP-Adapter](https://hf.co/papers/2308.06721) is a lightweight adapter that enables prompting a diffusion model with an image. This method decouples the cross-attention layers of the image and text features. The image features are generated from an image encoder.
<Tip>
Learn how to load an IP-Adapter checkpoint and image in the [IP-Adapter](../../using-diffusers/loading_adapters#ip-adapter) loading guide.
Learn how to load an IP-Adapter checkpoint and image in the IP-Adapter [loading](../../using-diffusers/loading_adapters#ip-adapter) guide, and you can see how to use it in the [usage](../../using-diffusers/ip_adapter) guide.
</Tip>
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the License. You may obtain a copy of the License at
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
@@ -1,4 +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
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@@ -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
+1 -1
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@@ -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
@@ -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

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