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pytorch / rl

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

Why this job: works in the areas we cover, but does not say which job it does

What it does

TorchRL is a PyTorch-native toolkit for reinforcement learning, decision making, robotics, and simulation. It is not a single algorithm implementation or a narrow benchmark suite: it is a collection of composable pieces for building RL systems while keeping the code close to the PyTorch programming model. Recent work has made this especially strong for recurrent RL, MuJoCo-based control, multi-agent training, replay-buffer and collector infrastructure, and reusable loss/value-estimation components.

Get started

pip install torchrl
Maintenance
Active
Last commit yesterday
Stars
3,627
+8 this week
Licence
MIT
Allows business use
Downloads for
2 systems
Mac, Linux
Latest version
v0.14.1
Released 30 days ago
Built with
Python
99% of the code

Is it looked after?

Contributors
20
Last 90 days
Issues
75% closed
238 still open
Pull requests
3,101 merged
113 waiting
Releases
37
9 in the last year

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More: download files, languages, topics, project record and preview image

Download files, v0.14.1

  • Mac5 files, 41 downloads
  • Linux25 files, 292 downloads

All files on GitHub (opens in new tab)

Languages

  • Python 99%
  • Shell <1%
  • C++ <1%
  • Cuda <1%

Topics

  • ai
  • control
  • decision-making
  • distributed-computing
  • machine-learning
  • marl
  • model-based-reinforcement-learning
  • multi-agent-reinforcement-learning
  • pytorch
  • reinforcement-learning
  • rl
  • robotics

Project record

  • JobOther AI tools
  • StatusListed
  • Commits3,114
  • Forks530
  • Watching43
  • Stars in 28 days+32
  • CreatedFeb 1, 2022
  • First seen by usNov 7, 2026
  • CheckedNov 9, 2026

Project preview image

Preview image from pytorch/rl

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