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astooke/rlpyt

A PyTorch library implementing deep reinforcement learning algorithms for training agents.

2.3k stars Python ML FrameworksAgents
rlpyt
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rlpyt provides modular, optimized implementations of common deep RL algorithms in PyTorch, supporting all three major families of model-free methods: policy gradient, deep Q-learning, and Q-function policy gradient. The library offers unified infrastructure for running experiments serially or in parallel, with optional multi-GPU optimization using PyTorch’s DistributedDataParallel. It supports CPU or GPU training, synchronous or asynchronous sampling, and full recurrent agent capabilities for small- to medium-scale research.

Frequently asked

What is astooke/rlpyt?
A PyTorch library implementing deep reinforcement learning algorithms for training agents.
Is rlpyt open source?
Yes — astooke/rlpyt is open source, released under the MIT license.
What language is rlpyt written in?
astooke/rlpyt is primarily written in Python.
How popular is rlpyt?
astooke/rlpyt has 2.3k stars on GitHub.
Where can I find rlpyt?
astooke/rlpyt is on GitHub at https://github.com/astooke/rlpyt.

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