Welcome to qrl-qai’s documentation!
qrl-qai is a python framework built on top of Gymnasium, PennyLane, and PyTorch to serve as a central platform for everything quantum reinforcement learning.
The current release (1.0.0) offers 2 RL algorithms (ValueIteration and QValueIteration) and 6 native quantum RL style environments (BlochSphereV0, BlochSphereV1, CompilerV0, ErrorChannelV0, ExpressibilityV0, ProbabilityV0).
Check out the Installation and Quickstart guides to get started.
Version |
Google Colab |
Lightning AI Studio |
|---|---|---|
0.1.0 |
- |
- |
0.2.0 |
|
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0.3.0 |
- |
- |
1.0.0 |
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Additionally, each significant release has an asssociated Google Colab and Lightning AI Studio for a hassle free experience. These are especially useful for users who want to quickly test out the environments without going through the installation process.
Lightnining AI Studio contains a Streamlit playground for no-code experimentation with the environments!
BASICS
TUTORIALS
ALGORITHMS
ENVIRONMENTS
AGENTS