Caldera 🌋

PLEASE NOTE PROJECT HAS MOVED TO Caldera2

Caldera is a Pytorch extension for learning on graphical data. It learns underlying causal relationships in data.

Gallery

Build CUDA enable image

docker build . -f docker/cu101/Dockerfile

Build slim cpu-only image

docker build . -f docker/cpu/Dockerfile

rusty1s/pytorch_scatter - an awesome library that provides missing scatter methods in pytorch. Necessary for graph attribute aggregation
PyTorch Geometric -
PGN - provided a blueprint for implementing this library

Inspirations

Pytorch Geometric [ADD REF]
GraphNets [ADD REF]
Pyro Probabilistic Programming Language
Pearl, J. (2009). Causality: Models, Reasoning and Inference.
Pearl, J. (2018). Theoretical impediments to machine learning with seven sparks from the causal revolution.

Name		Name	Last commit message	Last commit date
Latest commit History 424 Commits
.github/workflows		.github/workflows
.keats		.keats
.scripts		.scripts
caldera		caldera
docker		docker
docs		docs
examples		examples
tests		tests
.dockerignore		.dockerignore
.editorconfig		.editorconfig
.flake8		.flake8
.gitignore		.gitignore
.pre-commit-config.yaml		.pre-commit-config.yaml
LICENSE		LICENSE
Makefile		Makefile
README.md		README.md
environment.yml		environment.yml
poetry.lock		poetry.lock
pyproject.toml		pyproject.toml
pytest.ini		pytest.ini
requirements-dev.txt		requirements-dev.txt
requirements-docs.txt		requirements-docs.txt
requirements-examples.txt		requirements-examples.txt
requirements.txt		requirements.txt