IOPaint is a free, open-source and fully self-hostable inpainting/outpainting tool powered by state-of-the-art AI models
IOPaint
IOPaint is a free, open-source and fully self-hostable inpainting/outpainting tool powered by state-of-the-art AI models.
You can employ a variety of models within IOPaint to alter images, encompassing modifications such as:
- Erase: Remove any unwanted object, defect, watermarks, people. I have also developed a macOS native app called OptiClean (opens in a new tab) that provides this feature.
- Inpainting: Make modifications to specific parts of the image, add new objects, or replace anything on your pictures.
- Outpainting: Generate new pixels around your images to make it larger.
Here are demo videos of IOPaint, you can select various models to achieve different:
Try Experiment
(base) PS D:\devops\IOPaint> pip3 install torch==2.1.2 torchvision==0.16.2 --index-url https://download.pytorch.org/whl/cu118
Looking in indexes: https://download.pytorch.org/whl/cu118, https://pypi.ngc.nvidia.com
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(base) PS D:\devops\IOPaint> pip3 install iopaint
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Installing collected packages: pytz, pydub, ffmpy, easydict, antlr4-python3-runtime, zipp, win32-setctime, websockets, tzdata, toolz, tomlkit, tifffile, sniffio, six, shellingham, semantic-version, scipy, safetensors, ruff, rpds-py, regex, pyyaml, python-multipart, pyparsing, pygments, pydantic-core, psutil, Pillow, piexif, packaging, orjson, opencv-python, mdurl, kiwisolver, importlib-resources, h11, fonttools, exceptiongroup, einops, cycler, contourpy, colorama, bidict, attrs, annotated-types, aiofiles, yacs, wsproto, tqdm, referencing, python-dateutil, pydantic, omegaconf, markdown-it-py, loguru, lazy-loader, importlib-metadata, imageio, httpcore, click, anyio, uvicorn, starlette, simple-websocket, scikit-image, rich, pandas, matplotlib, jsonschema-specifications, huggingface-hub, httpx, typer, tokenizers, timm, python-engineio, jsonschema, gradio-client, fastapi, diffusers, accelerate, typer-config, transformers, python-socketio, controlnet-aux, altair, peft, gradio, iopaint
DEPRECATION: ffmpy is being installed using the legacy 'setup.py install' method, because it does not have a 'pyproject.toml' and the 'wheel' package is not installed. pip 23.1 will enforce this behaviour change. A possible replacement is to enable the '--use-pep517' option. Discussion can be found at https://github.com/pypa/pip/issues/8559
Running setup.py install for ffmpy ... done
DEPRECATION: antlr4-python3-runtime is being installed using the legacy 'setup.py install' method, because it does not have a 'pyproject.toml' and the 'wheel' package is not installed. pip 23.1 will enforce this behaviour change. A possible replacement is to enable the '--use-pep517' option. Discussion can be found at https://github.com/pypa/pip/issues/8559
Running setup.py install for antlr4-python3-runtime ... done
Attempting uninstall: Pillow
Found existing installation: pillow 10.2.0
Uninstalling pillow-10.2.0:
Successfully uninstalled pillow-10.2.0
Successfully installed Pillow-9.5.0 accelerate-0.31.0 aiofiles-23.2.1 altair-5.3.0 annotated-types-0.7.0 antlr4-python3-runtime-4.9.3 anyio-4.4.0 attrs-23.2.0 bidict-0.23.1 click-8.1.7 colorama-0.4.6 contourpy-1.2.1 controlnet-aux-0.0.3 cycler-0.12.1 diffusers-0.27.2 easydict-1.13 einops-0.8.0 exceptiongroup-1.2.1 fastapi-0.108.0 ffmpy-0.3.2 fonttools-4.53.0 gradio-4.21.0 gradio-client-0.12.0 h11-0.14.0 httpcore-1.0.5 httpx-0.27.0 huggingface-hub-0.23.4 imageio-2.34.2 importlib-metadata-7.2.1 importlib-resources-6.4.0 iopaint-1.3.3 jsonschema-4.22.0 jsonschema-specifications-2023.12.1 kiwisolver-1.4.5 lazy-loader-0.4 loguru-0.7.2 markdown-it-py-3.0.0 matplotlib-3.9.0 mdurl-0.1.2 omegaconf-2.3.0 opencv-python-4.10.0.84 orjson-3.10.5 packaging-24.1 pandas-2.2.2 peft-0.7.1 piexif-1.1.3 psutil-6.0.0 pydantic-2.7.4 pydantic-core-2.18.4 pydub-0.25.1 pygments-2.18.0 pyparsing-3.1.2 python-dateutil-2.9.0.post0 python-engineio-4.9.1 python-multipart-0.0.9 python-socketio-5.7.2 pytz-2024.1 pyyaml-6.0.1 referencing-0.35.1 regex-2024.5.15 rich-13.7.1 rpds-py-0.18.1 ruff-0.4.10 safetensors-0.4.3 scikit-image-0.24.0 scipy-1.14.0 semantic-version-2.10.0 shellingham-1.5.4 simple-websocket-1.0.0 six-1.16.0 sniffio-1.3.1 starlette-0.32.0.post1 tifffile-2024.6.18 timm-1.0.7 tokenizers-0.19.1 tomlkit-0.12.0 toolz-0.12.1 tqdm-4.66.4 transformers-4.41.2 typer-0.12.3 typer-config-1.4.0 tzdata-2024.1 uvicorn-0.30.1 websockets-11.0.3 win32-setctime-1.1.0 wsproto-1.2.0 yacs-0.1.8 zipp-3.19.2
[notice] A new release of pip is available: 23.0.1 -> 24.1
[notice] To update, run: python.exe -m pip install --upgrade pip
(base) PS D:\devops\IOPaint>
(base) PS D:\devops\IOPaint> iopaint start --model=lama --device=cpu --port=8080
2024-06-25 15:38:54.296 | INFO | iopaint.runtime:setup_model_dir:82 - Model directory: C:\Users\engels\.cache
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.10.13
- torch: 2.1.2+cu118
- torchvision: 0.16.2+cu118
- Pillow: 9.5.0
- diffusers: 0.27.2
- transformers: 4.41.2
- opencv-python: 4.10.0.84
- accelerate: 0.31.0
- iopaint: 1.3.3
- rembg: N/A
- realesrgan: N/A
- gfpgan: N/A
The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.
0it [00:00, ?it/s]
2024-06-25 15:39:00.239 | INFO | iopaint.cli:start:168 - lama not found in C:\Users\engels\.cache, try to downloading
2024-06-25 15:39:00.240 | INFO | iopaint.download:cli_download_model:27 - Downloading lama...
Downloading: "https://github.com/Sanster/models/releases/download/add_big_lama/big-lama.pt" to C:\Users\engels\.cache\torch\hub\checkpoints\big-lama.pt
100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 196M/196M [00:04<00:00, 41.4MB/s]
2024-06-25 15:39:06.641 | INFO | iopaint.helper:download_model:57 - Download model success, md5: e3aa4aaa15225a33ec84f9f4bc47e500
2024-06-25 15:39:06.642 | INFO | iopaint.download:cli_download_model:29 - Done.
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_condition.py:20: FutureWarning: `UNet2DConditionOutput` is deprecated and will be removed in version 0.29. Importing `UNet2DConditionOutput` from `diffusers.models.unet_2d_condition` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_condition import UNet2DConditionOutput`, instead.
deprecate("UNet2DConditionOutput", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_condition.py:25: FutureWarning: `UNet2DConditionModel` is deprecated and will be removed in version 0.29. Importing `UNet2DConditionModel` from `diffusers.models.unet_2d_condition` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_condition import UNet2DConditionModel`, instead.
deprecate("UNet2DConditionModel", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:249: FutureWarning: `AutoencoderTinyBlock` is deprecated and will be removed in version 0.29. Importing `AutoencoderTinyBlock`
from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import AutoencoderTinyBlock`, instead.
deprecate("AutoencoderTinyBlock", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:254: FutureWarning: `UNetMidBlock2D` is deprecated and will be removed in version 0.29. Importing `UNetMidBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import UNetMidBlock2D`, instead.
deprecate("UNetMidBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:259: FutureWarning: `UNetMidBlock2DCrossAttn` is deprecated and will be removed in version 0.29. Importing `UNetMidBlock2DCrossAttn` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import UNetMidBlock2DCrossAttn`, instead.
deprecate("UNetMidBlock2DCrossAttn", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:264: FutureWarning: `UNetMidBlock2DSimpleCrossAttn` is deprecated and will be removed in version 0.29. Importing `UNetMidBlock2DSimpleCrossAttn` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import UNetMidBlock2DSimpleCrossAttn`, instead.
deprecate("UNetMidBlock2DSimpleCrossAttn", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:269: FutureWarning: `AttnDownBlock2D` is deprecated and will be removed in version 0.29. Importing `AttnDownBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import AttnDownBlock2D`, instead.
deprecate("AttnDownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:274: FutureWarning: `CrossAttnDownBlock2D` is deprecated and will be removed in version 0.29. Importing `AttnDownBlock2D` from
`diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import CrossAttnDownBlock2D`, instead.
deprecate("CrossAttnDownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:279: FutureWarning: `DownBlock2D` is deprecated and will be removed in version 0.29. Importing `DownBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import DownBlock2D`, instead.
deprecate("DownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:284: FutureWarning: `AttnDownEncoderBlock2D` is deprecated and will be removed in version 0.29. Importing `AttnDownEncoderBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import AttnDownEncoderBlock2D`, instead.
deprecate("AttnDownEncoderBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:289: FutureWarning: `AttnSkipDownBlock2D` is deprecated and will be removed in version 0.29. Importing `AttnSkipDownBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import AttnSkipDownBlock2D`, instead.
deprecate("AttnSkipDownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:294: FutureWarning: `SkipDownBlock2D` is deprecated and will be removed in version 0.29. Importing `SkipDownBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import SkipDownBlock2D`, instead.
deprecate("SkipDownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:299: FutureWarning: `ResnetDownsampleBlock2D` is deprecated and will be removed in version 0.29. Importing `ResnetDownsampleBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import ResnetDownsampleBlock2D`, instead.
deprecate("ResnetDownsampleBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:304: FutureWarning: `SimpleCrossAttnDownBlock2D` is deprecated and will be removed in version 0.29. Importing `SimpleCrossAttnDownBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import SimpleCrossAttnDownBlock2D`, instead. deprecate("SimpleCrossAttnDownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:309: FutureWarning: `KDownBlock2D` is deprecated and will be removed in version 0.29. Importing `KDownBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import KDownBlock2D`, instead.
deprecate("KDownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:314: FutureWarning: `KCrossAttnDownBlock2D` is deprecated and will be removed in version 0.29. Importing `KCrossAttnDownBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import KCrossAttnDownBlock2D`, instead.
deprecate("KCrossAttnDownBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:319: FutureWarning: `AttnUpBlock2D` is deprecated and will be removed in version 0.29. Importing `AttnUpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import AttnUpBlock2D`, instead.
deprecate("AttnUpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:324: FutureWarning: `CrossAttnUpBlock2D` is deprecated and will be removed in version 0.29. Importing `CrossAttnUpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import CrossAttnUpBlock2D`, instead.
deprecate("CrossAttnUpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:329: FutureWarning: `UpBlock2D` is deprecated and will be removed in version 0.29. Importing `UpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import UpBlock2D`, instead.
deprecate("UpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:334: FutureWarning: `UpDecoderBlock2D` is deprecated and will be removed in version 0.29. Importing `UpDecoderBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import UpDecoderBlock2D`, instead.
deprecate("UpDecoderBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:339: FutureWarning: `AttnUpDecoderBlock2D` is deprecated and will be removed in version 0.29. Importing `AttnUpDecoderBlock2D`
from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import AttnUpDecoderBlock2D`, instead.
deprecate("AttnUpDecoderBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:344: FutureWarning: `AttnSkipUpBlock2D` is deprecated and will be removed in version 0.29. Importing `AttnSkipUpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import AttnSkipUpBlock2D`, instead.
deprecate("AttnSkipUpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:349: FutureWarning: `SkipUpBlock2D` is deprecated and will be removed in version 0.29. Importing `SkipUpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import SkipUpBlock2D`, instead.
deprecate("SkipUpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:354: FutureWarning: `ResnetUpsampleBlock2D` is deprecated and will be removed in version 0.29. Importing `ResnetUpsampleBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import ResnetUpsampleBlock2D`, instead.
deprecate("ResnetUpsampleBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:359: FutureWarning: `SimpleCrossAttnUpBlock2D` is deprecated and will be removed in version 0.29. Importing `SimpleCrossAttnUpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import SimpleCrossAttnUpBlock2D`, instead.
deprecate("SimpleCrossAttnUpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:364: FutureWarning: `KUpBlock2D` is deprecated and will be removed in version 0.29. Importing `KUpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import KUpBlock2D`, instead.
deprecate("KUpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:369: FutureWarning: `KCrossAttnUpBlock2D` is deprecated and will be removed in version 0.29. Importing `KCrossAttnUpBlock2D` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import KCrossAttnUpBlock2D`, instead.
deprecate("KCrossAttnUpBlock2D", "0.29", deprecation_message)
D:\devops\IOPaint\venviopaint\lib\site-packages\diffusers\models\unet_2d_blocks.py:375: FutureWarning: `KAttentionBlock` is deprecated and will be removed in version 0.29. Importing `KAttentionBlock` from `diffusers.models.unet_2d_blocks` is deprecated and this will be removed in a future version. Please use `from diffusers.models.unets.unet_2d_blocks import KAttentionBlock`, instead.
deprecate("KAttentionBlock", "0.29", deprecation_message)
{
"host": "127.0.0.1",
"port": 8080,
"inbrowser": false,
"model": "lama",
"no_half": false,
"low_mem": false,
"cpu_offload": false,
"disable_nsfw_checker": false,
"local_files_only": false,
"cpu_textencoder": false,
"device": "cpu",
"input": null,
"output_dir": null,
"quality": 95,
"enable_interactive_seg": false,
"interactive_seg_model": "vit_b",
"interactive_seg_device": "cpu",
"enable_remove_bg": false,
"remove_bg_model": "briaai/RMBG-1.4",
"enable_anime_seg": false,
"enable_realesrgan": false,
"realesrgan_device": "cpu",
"realesrgan_model": "realesr-general-x4v3",
"enable_gfpgan": false,
"gfpgan_device": "cpu",
"enable_restoreformer": false,
"restoreformer_device": "cpu"
}
2024-06-25 15:39:06.917 | INFO | iopaint.model_manager:init_model:46 - Loading model: lama
2024-06-25 15:39:06.918 | INFO | iopaint.helper:load_jit_model:107 - Loading model from: C:\Users\engels\.cache\torch\hub\checkpoints\big-lama.pt
INFO: Started server process [13164]
INFO: Waiting for application startup.
INFO: Application startup complete.
INFO: Uvicorn running on http://127.0.0.1:8080 (Press CTRL+C to quit)
