Modeva 2.0.1

Integrated tool for model development and validation.

MoDeVa

Integrated toolkit for interpretable model development and validation, with its accompanying documentation, examples and monograph.

The repository is organized into six top-level sections:

Folder	Contents
1-source-code/	The modeva Python package, setup.py, requirements, build scripts and the Sphinx documentation config.
2-user-guide/	User guide (reStructuredText), covering feature engineering, DirectRS, ICL-MoE, FuseKernel and AMIF.
3-api-reference/	API reference (reStructuredText, generated by autodoc from the package).
4-notebook-examples/	Jupyter notebook examples: low-code and high-code walkthroughs and datasets.
5-monograph/	The MoDeVa monograph (LaTeX source and compiled PDF) with its per-chapter notebook companions.
6-agent/	The MoDeVa data-science agent and its vLLM deployment tooling.

Installation

Install the package from its source folder:

cd 1-source-code
python -m pip install .

For an editable development install:

python -m pip install -e 1-source-code

Documentation

The user guide, API reference and gallery build as a single Sphinx site. The configuration lives in 1-source-code/docs/; the source directory is the repository root, so the build pulls content from 2-user-guide/, 3-api-reference/ and the generated gallery.

cd 1-source-code/docs
make html          # output in 1-source-code/docs/_build/html

Building the gallery requires sphinx, sphinx-gallery, numpydoc and sphinx_rtd_theme in addition to the package dependencies.

Monograph

The compiled monograph is 5-monograph/modeva_monograph.pdf. To rebuild from source, compile 5-monograph/modeva_monograph.tex with a LaTeX toolchain; the executed notebook companions are under 5-monograph/notebooks/.