Artificial intelligence model manager
Project description
The Artificial Intelligence Model Manager (AIMM) project aims to provide resources for management of computational intelligence models. Using a plugin-based approach, it provides a services capable of:
creating and storing models
fitting models
upload of already fitted models
data access
running the models
The server also has support for changeable frontend and persistence interfaces. This allows users to implement the ways server communicates to its clients (multiple parallel interfaces are supported) or stores the models. There are also default interfaces that are supported for both of these functions.
Installation
AIMM is a Python (3.12 and newer) package containing implementations of the server implementation and some of its clients. It can be installed with the following command:
pip install aimm
Development environment
Development environment includes, besides the standard requirements of the base AIMM package, various tools and libraries that are used for the build process, documentation and testing. To set up the development environment, Python 3.12 and poetry are needed. Recommended way to set up is by running:
python -m venv venv source venv/bin/activate pip install poetry poetry install
All other generic tasks like testing and documentation building are done through the build tool, use doit list to preview the complete list of all available tasks.
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