Top 7 Python proximal-policy-optimization Projects

cleanrl

41 4,459 6.3 Python

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

Project mention: [P] PettingZoo 1.24.0 has been released (including Stable-Baselines3 tutorials) | /r/reinforcementlearning | 2023-08-24

PettingZoo 1.24.0 is now live! This release includes Python 3.11 support, updated Chess and Hanabi environment versions, and many bugfixes, documentation updates and testing expansions. We are also very excited to announce 3 tutorials using Stable-Baselines3, and a full training script using CleanRL with TensorBoard and WandB.

pytorch-a2c-ppo-acktr-gail

3 3,423 0.0 Python

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).
InfluxDB

www.influxdata.com sponsored

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PPO-PyTorch

2 1,453 2.8 Python

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch
Super-mario-bros-PPO-pytorch

1 970 0.0 Python

Proximal Policy Optimization (PPO) algorithm for Super Mario Bros
autonomous-learning-library

2 638 7.6 Python

A PyTorch library for building deep reinforcement learning agents.
Contra-PPO-pytorch

7 128 0.0 Python

Proximal Policy Optimization (PPO) algorithm for Contra
episodic-transformer-memory-ppo

5 108 0.0 Python

Clean baseline implementation of PPO using an episodic TransformerXL memory

Project mention: Question about Transformer model input in RL | /r/reinforcementlearning | 2023-06-17

Check out this implementation https://github.com/MarcoMeter/episodic-transformer-memory-ppo

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python proximal-policy-optimization related posts

What RL library supports custom LSTM and Transformer neural networks to use with algorithms such as PPO?
4 projects | /r/reinforcementlearning | 25 Mar 2023
Where does the loss function for Policy Gradient come from?
1 project | /r/reinforcementlearning | 18 Nov 2022
Where do people get their algorithm implementations from?
1 project | /r/reinforcementlearning | 27 Jan 2021

Index

What are some of the best open-source proximal-policy-optimization projects in Python? This list will help you:

	Project	Stars
1	cleanrl	4,459
2	pytorch-a2c-ppo-acktr-gail	3,423
3	PPO-PyTorch	1,453
4	Super-mario-bros-PPO-pytorch	970
5	autonomous-learning-library	638
6	Contra-PPO-pytorch	128
7	episodic-transformer-memory-ppo	108