Welcome to ElegantRL-Solver!

ElegantRL-Solver aims to find high-quality optimum, or even (nearly) global optimum, for nonconvex/nonlinear optimizations (continuous variables) and combinatorial optimizations (discrete variables).

Feel free to leave us feedback: report bugs using Github issues.

Getting Started

• Hello, World!

Quantum K-spin Ising Model

• What is Quantum K-spin Ising Model
• Graph Maxcut
• Tensor Network Contraction Order

Massivelly Parallel Simulation

• Gym-Style Massivelly Parallel Environment
• vmap

Tutorials

• Graph Maxcut
• Tensor Network Contraction Ordering
• MIMO Beamforming
• Compressive Sensing

Benchmark

• Graph Maxcut
• Tensor Network Contraction Ordering
• MIMO Beamforming
• Compressive Sensing

Reference

• Stationary Deep Reinforcement Learning with Quantum K-spin Hamiltonian Regularization