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Browse files- .env.example +2 -0
- .gitattributes +36 -0
- .gitignore +167 -0
- README.md +12 -0
- app.py +257 -0
- examples/ex1.jpg +0 -0
- examples/ex1_mask.png +0 -0
- examples/ex1_result.png +0 -0
- examples/ex2.jpg +0 -0
- examples/ex2_mask.png +0 -0
- examples/ex2_result.png +0 -0
- examples/ex3.jpg +0 -0
- examples/ex3_mask.png +0 -0
- examples/ex3_result.png +0 -0
- examples/ex4.jpg +0 -0
- examples/ex4_mask.png +0 -0
- examples/ex4_mask_only.png +0 -0
- examples/ex4_result.png +0 -0
- requirements.txt +4 -0
.env.example
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API_KEY=
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DEPLOYMENT_ID=
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.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.bz2 filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.xz filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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examples/* filter=lfs diff=lfs merge=lfs -text
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.gitignore
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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venv
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flagged
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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cover/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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.pybuilder/
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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# For a library or package, you might want to ignore these files since the code is
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# intended to run in multiple environments; otherwise, check them in:
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# .python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# poetry
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# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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# This is especially recommended for binary packages to ensure reproducibility, and is more
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# commonly ignored for libraries.
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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# pdm
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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#pdm.lock
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# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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# in version control.
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# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
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.pdm.toml
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.pdm-python
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.pdm-build/
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# pytype static type analyzer
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.pytype/
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# Cython debug symbols
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cython_debug/
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# PyCharm
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# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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# and can be added to the global gitignore or merged into this file. For a more nuclear
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# option (not recommended) you can uncomment the following to ignore the entire idea folder.
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#.idea/
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.env
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README.md
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---
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title: Room Cleaner
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emoji: 🧹
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colorFrom: purple
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colorTo: blue
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sdk: gradio
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sdk_version: 4.44.0
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app_file: app.py
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pinned: false
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---
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# Room Cleaner
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app.py
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from typing import cast
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from comfydeploy import ComfyDeploy
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import asyncio
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import os
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import gradio as gr
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from gradio.components.image_editor import EditorValue
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from PIL import Image
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import requests
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import dotenv
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from gradio_imageslider import ImageSlider
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from io import BytesIO
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import base64
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import glob
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import numpy as np
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dotenv.load_dotenv()
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API_KEY = os.environ.get("API_KEY")
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DEPLOYMENT_ID = os.environ.get("DEPLOYMENT_ID", "DEPLOYMENT_ID_NOT_SET")
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if not API_KEY:
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raise ValueError(
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"Please set API_KEY and DEPLOYMENT_ID in your environment variables"
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)
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if DEPLOYMENT_ID == "DEPLOYMENT_ID_NOT_SET":
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raise ValueError("Please set DEPLOYMENT_ID in your environment variables")
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client = ComfyDeploy(bearer_auth=API_KEY)
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def get_base64_from_image(image: Image.Image) -> str:
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buffered: BytesIO = BytesIO()
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image.save(buffered, format="PNG")
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return base64.b64encode(buffered.getvalue()).decode("utf-8")
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async def process_image(
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image: Image.Image | str | None,
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mask: Image.Image | str | None,
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progress: gr.Progress = gr.Progress(),
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) -> Image.Image | None:
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44 |
+
progress(0, desc="Starting...")
|
45 |
+
if image is None or mask is None:
|
46 |
+
return None
|
47 |
+
|
48 |
+
if isinstance(mask, str):
|
49 |
+
mask = Image.open(mask)
|
50 |
+
if isinstance(image, str):
|
51 |
+
image = Image.open(image)
|
52 |
+
|
53 |
+
image_base64 = get_base64_from_image(image)
|
54 |
+
mask_base64 = get_base64_from_image(mask)
|
55 |
+
|
56 |
+
# Prepare inputs
|
57 |
+
inputs: dict = {
|
58 |
+
"image": f"data:image/png;base64,{image_base64}",
|
59 |
+
"mask": f"data:image/png;base64,{mask_base64}",
|
60 |
+
}
|
61 |
+
|
62 |
+
# Call ComfyDeploy API
|
63 |
+
try:
|
64 |
+
result = client.run.create(
|
65 |
+
request={"deployment_id": DEPLOYMENT_ID, "inputs": inputs}
|
66 |
+
)
|
67 |
+
|
68 |
+
if result and result.object:
|
69 |
+
run_id: str = result.object.run_id
|
70 |
+
progress(0, desc="Starting processing...")
|
71 |
+
# Wait for the result
|
72 |
+
while True:
|
73 |
+
run_result = client.run.get(run_id=run_id)
|
74 |
+
if not run_result.object:
|
75 |
+
continue
|
76 |
+
|
77 |
+
progress_value = (
|
78 |
+
run_result.object.progress
|
79 |
+
if run_result.object.progress is not None
|
80 |
+
else 0
|
81 |
+
)
|
82 |
+
status = (
|
83 |
+
run_result.object.live_status
|
84 |
+
if run_result.object.live_status is not None
|
85 |
+
else "Cold starting..."
|
86 |
+
)
|
87 |
+
progress(progress_value, desc=f"Status: {status}")
|
88 |
+
|
89 |
+
if run_result.object.status == "success":
|
90 |
+
for output in run_result.object.outputs or []:
|
91 |
+
if output.data and output.data.images:
|
92 |
+
image_url: str = output.data.images[0].url
|
93 |
+
# Download and return both the original and processed images
|
94 |
+
response: requests.Response = requests.get(image_url)
|
95 |
+
processed_image: Image.Image = Image.open(
|
96 |
+
BytesIO(response.content)
|
97 |
+
)
|
98 |
+
return processed_image
|
99 |
+
return None
|
100 |
+
elif run_result.object.status == "failed":
|
101 |
+
print("Processing failed")
|
102 |
+
return None
|
103 |
+
|
104 |
+
await asyncio.sleep(2) # Wait for 2 seconds before checking again
|
105 |
+
except Exception as e:
|
106 |
+
print(f"Error: {e}")
|
107 |
+
return None
|
108 |
+
|
109 |
+
|
110 |
+
def resize(image: Image.Image, shortest_side: int = 768) -> Image.Image:
|
111 |
+
if image.width <= shortest_side and image.height <= shortest_side:
|
112 |
+
return image
|
113 |
+
if image.width < image.height:
|
114 |
+
return image.resize(
|
115 |
+
size=(shortest_side, int(shortest_side * image.height / image.width))
|
116 |
+
)
|
117 |
+
return image.resize(
|
118 |
+
size=(int(shortest_side * image.width / image.height), shortest_side)
|
119 |
+
)
|
120 |
+
|
121 |
+
|
122 |
+
async def run_async(
|
123 |
+
image_and_mask: EditorValue | None,
|
124 |
+
progress: gr.Progress = gr.Progress(),
|
125 |
+
) -> tuple[Image.Image, Image.Image] | None:
|
126 |
+
if not image_and_mask:
|
127 |
+
return None
|
128 |
+
|
129 |
+
alpha_channel = image_and_mask["layers"][0]
|
130 |
+
alpha_channel = cast(np.ndarray, alpha_channel)
|
131 |
+
mask_np = np.where(alpha_channel[:, :, 3] == 0, 0, 255).astype(np.uint8)
|
132 |
+
|
133 |
+
image_np = image_and_mask["background"]
|
134 |
+
image_np = cast(np.ndarray, image_np)
|
135 |
+
|
136 |
+
# Save mask to ./masks.png
|
137 |
+
mask = Image.fromarray(mask_np)
|
138 |
+
mask = resize(mask)
|
139 |
+
# mask.save("mask.png")
|
140 |
+
|
141 |
+
# Save image to ./images.png
|
142 |
+
image = Image.fromarray(image_np)
|
143 |
+
image = resize(image)
|
144 |
+
# image.save("image.png")
|
145 |
+
|
146 |
+
output = await process_image(
|
147 |
+
image, # type: ignore
|
148 |
+
mask, # type: ignore
|
149 |
+
progress,
|
150 |
+
)
|
151 |
+
|
152 |
+
if output is None:
|
153 |
+
return None
|
154 |
+
|
155 |
+
return output, image
|
156 |
+
|
157 |
+
|
158 |
+
def run_sync(*args):
|
159 |
+
return asyncio.run(run_async(*args))
|
160 |
+
|
161 |
+
|
162 |
+
with gr.Blocks() as demo:
|
163 |
+
gr.Markdown("# 🌊 ...")
|
164 |
+
with gr.Row():
|
165 |
+
with gr.Column():
|
166 |
+
# The image overflow, fix
|
167 |
+
image_and_mask = gr.ImageMask(
|
168 |
+
label="Input Image and Mask",
|
169 |
+
layers=False,
|
170 |
+
show_fullscreen_button=False,
|
171 |
+
sources=["upload"],
|
172 |
+
show_download_button=False,
|
173 |
+
interactive=True,
|
174 |
+
height="full",
|
175 |
+
width="full",
|
176 |
+
)
|
177 |
+
|
178 |
+
with gr.Column():
|
179 |
+
image_slider = ImageSlider(
|
180 |
+
label="Compare Original and Processed",
|
181 |
+
interactive=False,
|
182 |
+
)
|
183 |
+
|
184 |
+
process_btn = gr.ClearButton(
|
185 |
+
value="Run",
|
186 |
+
variant="primary",
|
187 |
+
size="lg",
|
188 |
+
components=[image_slider],
|
189 |
+
)
|
190 |
+
process_btn.click(
|
191 |
+
fn=run_sync,
|
192 |
+
inputs=[
|
193 |
+
image_and_mask,
|
194 |
+
],
|
195 |
+
outputs=[image_slider],
|
196 |
+
api_name=False,
|
197 |
+
)
|
198 |
+
|
199 |
+
# Build examples
|
200 |
+
images_examples = glob.glob("examples/*")
|
201 |
+
mask_examples = [img.replace("inputs", "masks") for img in images_examples]
|
202 |
+
output_examples = [img.replace("inputs", "outputs") for img in images_examples]
|
203 |
+
# examples = [
|
204 |
+
# [
|
205 |
+
# img,
|
206 |
+
# mask,
|
207 |
+
# (img, out),
|
208 |
+
# ]
|
209 |
+
# for img, mask, out in zip(images_examples, mask_examples, output_examples)
|
210 |
+
# ]
|
211 |
+
examples = [
|
212 |
+
[
|
213 |
+
{
|
214 |
+
"background": "./examples/ex1.jpg",
|
215 |
+
"layers": [],
|
216 |
+
"composite": "./examples/ex1_mask.png",
|
217 |
+
},
|
218 |
+
("./examples/ex1.jpg", "./examples/ex1_result.png"),
|
219 |
+
],
|
220 |
+
[
|
221 |
+
{
|
222 |
+
"background": "./examples/ex2.jpg",
|
223 |
+
"layers": [],
|
224 |
+
"composite": "./examples/ex2_mask.png",
|
225 |
+
},
|
226 |
+
("./examples/ex2.jpg", "./examples/ex2_result.png"),
|
227 |
+
],
|
228 |
+
[
|
229 |
+
{
|
230 |
+
"background": "./examples/ex3.jpg",
|
231 |
+
"layers": [],
|
232 |
+
"composite": "./examples/ex3_mask.png",
|
233 |
+
},
|
234 |
+
("./examples/ex3.jpg", "./examples/ex3_result.png"),
|
235 |
+
],
|
236 |
+
[
|
237 |
+
{
|
238 |
+
"background": "./examples/ex4.jpg",
|
239 |
+
"layers": [],
|
240 |
+
"composite": "./examples/ex4_mask.png",
|
241 |
+
},
|
242 |
+
("./examples/ex4.jpg", "./examples/ex4_result.png"),
|
243 |
+
],
|
244 |
+
]
|
245 |
+
|
246 |
+
# Update the gr.Examples call
|
247 |
+
gr.Examples(
|
248 |
+
examples=examples,
|
249 |
+
inputs=[
|
250 |
+
image_and_mask,
|
251 |
+
image_slider,
|
252 |
+
],
|
253 |
+
api_name=False,
|
254 |
+
)
|
255 |
+
|
256 |
+
if __name__ == "__main__":
|
257 |
+
demo.launch(debug=True, share=True)
|
examples/ex1.jpg
ADDED
![]() |
examples/ex1_mask.png
ADDED
![]() |
examples/ex1_result.png
ADDED
![]() |
examples/ex2.jpg
ADDED
![]() |
examples/ex2_mask.png
ADDED
![]() |
examples/ex2_result.png
ADDED
![]() |
examples/ex3.jpg
ADDED
![]() |
examples/ex3_mask.png
ADDED
![]() |
examples/ex3_result.png
ADDED
![]() |
examples/ex4.jpg
ADDED
![]() |
examples/ex4_mask.png
ADDED
![]() |
examples/ex4_mask_only.png
ADDED
![]() |
examples/ex4_result.png
ADDED
![]() |
requirements.txt
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
comfydeploy==0.3.4
|
2 |
+
gradio==4.44.0
|
3 |
+
gradio_imageslider==0.0.20
|
4 |
+
python-dotenv
|