The Chemical Core Class for Graph Theory Analysis.
Project description
graphatoms
The Chemical Core Class for Graph Theory Analysis & Graph Neural Network.
Overview
The graphatoms is a Python library designed for chemical graph theory analysis and graph neural network applications. It provides core classes for representing chemical systems and reactions with graph-based data structures.
Features
- Graph-based Chemical System Representation: Represent chemical systems, clusters, and gas molecules using graph theory
- Reaction Modeling: Support for reaction classes, KMC (Kinetic Monte Carlo) events, and MC (Monte Carlo) moves
- Geometry Operations: Bond lists, distance calculations, neighbor lists, rotations, and sampling
- Data Storage: Support for HDF5 and SQLite databases for efficient data persistence
- Dataclasses: Pydantic-based data models for type-safe data handling
Module Structure
src/graphatoms/
├── dataclasses/ # Pydantic-based data models
├── geometry/ # Geometric operations
├── reaction/ # Reaction classes and KMC events
├── system/ # Core system classes (System, Cluster, Gas)
└── utils/ # Utility functions
Requirements
- Python >= 3.10
- ase
- pymatgen > 2023.6
- rdkit >= 2025
- scikit-learn >= 1.5
- pyarrow
- igraph >= 0.11
- h5py >= 3.16
- hydra-core
- numpydantic
- pydantic >= 2.11
Installation
pip install graphatoms
Development
For development setup with pixi:
pixi install
pixi run test
License
GPL-3.0-or-later
Authors
- LiuGaoyong (liugaoyong_88@163.com)
Links
- Homepage: https://github.com/LiuGaoyong/GraphAtoms
- Repository: https://github.com/LiuGaoyong/GraphAtoms
- Issues: https://github.com/LiuGaoyong/GraphAtoms/issues/
Project details
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