panoptic 0.3.5rc14

Explore and analyze large datasets of images

Panoptic 👀

This documentation also exist in French

Panoptic is a tool for exploring and annotating large image corpora, using image analysis and machine learning tools to facilitate these tasks.

Since it requires deep learning libraries, it is recommended to use it with a computer with minimal computing capabilities.

Caution: Panoptic is still in active development and is currently a prototype, it is likely that you will encounter bugs, so we recommend to use this tool only for testing and not to rely on it for a substantial academic work.

Windows and Linux installation

Python 3.9 or higher is required, and a custom environnment (venv, pyenv, conda etc.) is recommended. Open a terminal and type:

• pip3 install panoptic
• panoptic

Mac installation

Just like the windows installation but you will need to also install the xcode tools first. For this, just use this command in a terminal: xcode-select –-install, it should trigger the installation of the command line tools. Then run:

• pip3 install panoptic
• panoptic

Docker installation

If you're having issues with the installation (sometimes the packages can be tricky) or if you just prefair to use Docker it's possible: Start by installing docker:

• On MacOS
• On Windows
• On Linux

Option 1 : One folder to rule them all

Make a folder for the docker with a subfolder for the images /path/to/your/folder/images.

docker run -it -p 8000:8000 -v /path/to/your/folder:/data --name panoptic ceressorbonne/panoptic

Option 2 : Separate data and images folders

Make a folder for the panoptic datas (database, thumbnails, etc.) /path/to/your/data/. And another one withe your images (could be an existing one) /path/to/your/images/.

docker run -it -p 8000:8000 \
-v /path/to/your/data:/data \
-v /path/to/your/images:/data/images \
--name panoptic \
ceressorbonne/panoptic

Access

You can now access panoptic through: https://localhost:8000 As if you were to launch it with the python version

Restart

If you happen to stop panoptic, you can re launch it with :

docker start -ia panoptic

Installation (development)

The following steps involve cloning the directory and are recommended for users who wish to have access to the development versions, or who wish to modify the code themselves in order to contribute.

Backend development only

To test and modify the backend operation, we provide an already built frontend in the backend html folder.

• go to the panoptic-back folder
• to install the dependencies
  • python setup.py install to simply use panoptic
  • pip install -e . to develop
  • pip install -r requirements.txt and you have to add panoptic-back to the PYTHON_PATH for developping purpose too
• run python panoptic/main.py

Front and back development

1. First of all, perform the installation steps of the backend
2. go to the panoptic-front folder
3. Run npm install.
4. run npm run dev.
5. before running the backend the PANOPTIC_ENV environment variable should be set to DEV in order to use the development frontend.