Rddl Python Packages

pyrddlgym

A toolkit for auto-generation of OpenAI Gym environments from RDDL description files.

pyrddlgym-jax

JAX compilation of RDDL description files, and a differentiable planner in JAX.

pyrddl

RDDL lexer/parser in Python3.

rddlrepository

Hosts domain and instance RDDL files, covering problems from a wide range of disciplines, integration with the pyRDDLGym ecosystem.

rddl2tf

RDDL2TensorFlow compiler.

rddlgym

A toolkit for working with RDDL domains in Python3.

pyrddlgym-gurobi

Gurobi compilation of RDDL description files to mixed-integer programs, and optimization tools.

pyrddlgym-rl

Wrappers for reinforcement learning algorithms (i.e. stable baselines 3, RLlib) to work with pyRDDLGym.

tf-plan

Planning through backpropagation using TensorFlow.

pyrddlgym-symbolic

Symbolic compilation of RDDL domains, Dynamic Bayes net (DBN) visualization, symbolic dynamic programming (SDP).

tfrddlsim

A RDDL simulator running in TensorFlow.

tf-mdp

Probabilistic planning in continuous state-action MDPs in TensorFlow.