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GitHub topics: rllib

unimib-datAI/marl-dfaas

Source code of experiments with MARL and FaaS of Emanuele Petriglia.

Language: Jupyter Notebook - Size: 559 KB - Last synced at: about 13 hours ago - Pushed at: about 15 hours ago - Stars: 0 - Forks: 0

ray-project/ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Language: Python - Size: 517 MB - Last synced at: about 16 hours ago - Pushed at: about 21 hours ago - Stars: 36,996 - Forks: 6,275

doesburg11/PredPreyGrass

Artificial Life and Intelligence. Researching behavior by nature and nurture simulation, deploying multi-agent reinforcement learning and evolving generational inheritance.

Language: Python - Size: 966 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 20 - Forks: 4

Replicable-MARL/MARLlib

One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

Language: Python - Size: 113 MB - Last synced at: 11 days ago - Pushed at: 6 months ago - Stars: 1,055 - Forks: 171

hermmanhender/eprllib

Repository that houses the program used to investigate the control of subsystems in homes based on a DRL model. The program uses the EnergyPlus Python API and Ray's Tune and RLlib libraries.

Language: Python - Size: 268 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 4 - Forks: 2

proroklab/VectorizedMultiAgentSimulator

VMAS is a vectorized differentiable simulator designed for efficient Multi-Agent Reinforcement Learning benchmarking. It is comprised of a vectorized 2D physics engine written in PyTorch and a set of challenging multi-robot scenarios. Additional scenarios can be implemented through a simple and modular interface.

Language: Python - Size: 6.76 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 416 - Forks: 80

CN-UPB/DeepCoMP

Dynamic multi-cell selection for cooperative multipoint (CoMP) using (multi-agent) deep reinforcement learning

Language: Python - Size: 632 MB - Last synced at: 16 days ago - Pushed at: almost 2 years ago - Stars: 62 - Forks: 13

0xangelo/raylab

Reinforcement learning algorithms in RLlib

Language: Python - Size: 4.52 MB - Last synced at: 3 days ago - Pushed at: about 1 year ago - Stars: 59 - Forks: 10

stefanbschneider/mobile-env

An open, minimalist Gymnasium environment for autonomous coordination in wireless mobile networks.

Language: Python - Size: 3.33 MB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 127 - Forks: 30

JacopoPan/a-minimalist-guide

Walkthroughs for DSL, AirSim, the Vector Institute, and more

Language: C++ - Size: 11.9 MB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 68 - Forks: 13

AhmetFurkanDEMIR/SuperMarioBrosRL

Super Mario Bros training with Ray RLlib DQN algorithm

Language: Python - Size: 17.6 KB - Last synced at: 27 days ago - Pushed at: almost 4 years ago - Stars: 27 - Forks: 3

JiaChangGit/NeuroCuts_robin

Liang, E., Zhu, H., Jin, X., & Stoica, I. (2019). Neural packet classification. https://doi.org/10.1145/3341302.3342221

Language: Python - Size: 28.1 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

MarcEscandell/ALPypeRL

An open source library for connecting AnyLogic models with Reinforcement Learning frameworks through OpenAI Gymnasium

Language: Python - Size: 49.6 MB - Last synced at: 7 days ago - Pushed at: 10 months ago - Stars: 35 - Forks: 4

marketsAI/marketsAI

A modular framework designed to simulate economies and markets using Reinforcement Learning.

Language: Jupyter Notebook - Size: 71.9 MB - Last synced at: 7 days ago - Pushed at: over 2 years ago - Stars: 8 - Forks: 1

Wadaboa/cpr-appropriation

Solutions to the Harvest CPR appropriation problem with policy gradient methods and social learning, for Autonomous and Adaptive Systems class at UNIBO

Language: Python - Size: 24.5 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 9 - Forks: 4

michaelfeil/skyjo_rl

Multi-Agent Reinforcement Learning Environment for the card game SkyJo, compatible with PettingZoo and RLLIB

Language: Jupyter Notebook - Size: 3.64 MB - Last synced at: 7 days ago - Pushed at: 2 months ago - Stars: 13 - Forks: 0

OpenRL-Lab/Ray_Tutorial

Tutorial for Ray

Language: Python - Size: 20.5 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 20 - Forks: 3

DylanCope/rllib_emecom

Emergent Communication in RLlib

Language: Jupyter Notebook - Size: 306 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

elliottower/cathedral-rl

Interactive Multi-Agent Reinforcement Learning Environment for the board game Cathedral using PettingZoo

Language: Python - Size: 239 KB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 0

Nullspace-Colombia/unray-server

Rllib framework for using Unreal Engine 5 (UE5) as external environment for Reinforced Learning training process

Language: Python - Size: 2.71 MB - Last synced at: 13 days ago - Pushed at: 4 months ago - Stars: 10 - Forks: 1

pyrddlgym-project/pyRDDLGym-rl

Wrappers for reinforcement learning algorithms (i.e. stable baselines 3, RLlib) to work with pyRDDLGym.

Language: Python - Size: 53.7 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

EKostinoudis/Carla_Autonomous_Driving

Autonomous driving agent in Carla simulator leveraging IL and RL techniques.

Language: Python - Size: 11.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 5

globalapptesting/blog-designing-interface-for-hrl-envs

An interface for hierarchical environments.

Language: Python - Size: 448 KB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 0

SRI-AIC/IxDRL

Explainable Deep Reinforcement Learning Toolkit based on Analyses of Interestingness

Language: Python - Size: 3.58 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

elliottower/gobblet-rl

Interactive Multi-Agent Reinforcement Learning Environment for the board game Gobblet using PettingZoo.

Language: Python - Size: 37 MB - Last synced at: 1 day ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 0

Draichi/T-1000

:zap: :zap: π˜‹π˜¦π˜¦π˜± π˜™π˜“ 𝘈𝘭𝘨𝘰𝘡𝘳𝘒π˜₯π˜ͺ𝘯𝘨 𝘸π˜ͺ𝘡𝘩 π˜™π˜’π˜Ί π˜ˆπ˜—π˜

Language: Python - Size: 21.7 MB - Last synced at: 9 months ago - Pushed at: over 1 year ago - Stars: 172 - Forks: 43

Microgorath/poke-rl

Pokemon Reinforcement Learning with RLlib

Language: Jupyter Notebook - Size: 71.3 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

dcos-labs/dcos-jupyterlab-service

JupyterLab Notebook for Mesosphere DC/OS

Language: Shell - Size: 310 KB - Last synced at: 3 months ago - Pushed at: almost 6 years ago - Stars: 11 - Forks: 11

hybug/RL_Lab

reinforcement learning alogrithm implement with Ray

Language: Python - Size: 134 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 2

ndalton12/AMPED

Reinforcement learning algorithm that blends the N-th order Markov property with abstract MDPs, PPO, and a hybrid model-free/model-based approach.

Language: Python - Size: 583 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

DevSlem/recommender-system-rl-tutorial

κ°•ν™”ν•™μŠ΅ 기반의 μΆ”μ²œ μ‹œμŠ€ν…œ ꡬ좕.

Language: Jupyter Notebook - Size: 625 KB - Last synced at: 6 days ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

toanngosy/robustprosthetics

NIPS challenge 2018 Prosthetics playground and testing ideas

Language: Python - Size: 12.2 MB - Last synced at: about 1 year ago - Pushed at: almost 6 years ago - Stars: 3 - Forks: 0

Engineering-Geek/RL-UAV

Reinforcement Learning for Unmanned Airial Vehicles

Language: Python - Size: 7.61 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

RobinKa/warlock-rl

Reinforcement learning for Warlock Brawl, and an ECS implementation of Warlock in TypeScript

Language: TypeScript - Size: 341 KB - Last synced at: 4 days ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

lucien1011/reinforcement-learning-playground

A collection of Jupiter notebook containing reinforcement-learning-based solutions to various classic problems

Language: Jupyter Notebook - Size: 3.91 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nisheeth-golakiya/carla-rl

RL environments and trained agents in CARLA using RLlib

Language: Python - Size: 40.2 MB - Last synced at: about 1 year ago - Pushed at: almost 4 years ago - Stars: 4 - Forks: 1

marl-engineering/ray-dreamer

A template for deploying DreamerV3 with Ray RLlib, compatible with Gym and custom environments.

Language: Python - Size: 2.95 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

HumanCompatibleAI/better-adversarial-defenses

Training in bursts for defending against adversarial policies

Language: Python - Size: 47.9 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 11 - Forks: 3

openpsi-projects/srl

SRL: Scaling Distributed Reinforcement Learning to Over Ten Thousand Cores

Language: Python - Size: 214 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 1

kochlisGit/Noise-Adaptive-Driving-Assistance-System

Noise-Adaptive Driving Assistance System (NADAS) using Deep Reinforcement Learning, State-Estimation & State Representation

Language: Jupyter Notebook - Size: 6.32 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

mynkpl1998/upgraded-octo-lamp

An autonomous driving simulator for modelling Vehicle to Infrastructure (V2I) conditions.

Language: Jupyter Notebook - Size: 26.4 MB - Last synced at: 6 months ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 0

kochlisGit/Shadow-Hand-Controller

Construction of controllers for Shadow-Hand in Mujoco environment, using Deep Learning. 2 Different methods were used to create the controllers: a) Behavioral Cloning b) Deep Reinforcement Learning

Language: Python - Size: 11.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 2

ChuaCheowHuan/gym-continuousDoubleAuction

A custom MARL (multi-agent reinforcement learning) environment where multiple agents trade against one another (self-play) in a zero-sum continuous double auction. Ray [RLlib] is used for training.

Language: Jupyter Notebook - Size: 51.7 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 129 - Forks: 29

rlew631/AutonomousVehicleSimulation

Used Flow, Ray/RLlib and OpenAI Gym to simulate and train autonomous vehicles/human drivers in SUMO (Simulation of Urban Mobility)

Language: Jupyter Notebook - Size: 1.57 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 17 - Forks: 3

VictorG-028/Training-AI-in-KAS-env

Utiliza algoritmos de RAY[rllib] no ambiente KAS (PettingZoo) com observaΓ§Γ£o em imagem para treinar um agente inteligente. Utiliza CNN (Pytorch) e wrappers da SuperSuit para processar a observaΓ§Γ£o em imagem.

Language: Jupyter Notebook - Size: 86.3 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

simoncraf/skarb

Python code for the final thesis for the computer engineering degree at Pompeu Fabra University, titled "Automation of risk profiling and asset allocation processes with machine learning".

Language: Jupyter Notebook - Size: 521 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

DerwenAI/ray_tutorial

An introductory tutorial about leveraging Ray core features for distributed patterns.

Language: Jupyter Notebook - Size: 26.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 76 - Forks: 28

arana-initiatives/boosting-social-dilemma-collusion

A minimalist multi-agent implementation of the social dilemma problem with governance kernels

Language: Python - Size: 2.32 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

druce/rl

Deep Reinforcement Learning For Trading

Language: Jupyter Notebook - Size: 47 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 94 - Forks: 25

yunijeong5/FireDronesRL

Multi-agent Reinforcement Learning project to train agents to extinguish fire in a 2D grid world. Uses Ray RLlib (2.6.1).

Language: Python - Size: 1.08 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

KGolemo/f1-racing-line-optimization

Deep Learning and Computational Intelligence final project (5.0) - Application of reinforcement learning for optimization of a racing line of a F1 car

Language: Python - Size: 5.73 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 3 - Forks: 0

goshaQ/adaptive-tls

Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning

Language: Python - Size: 502 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 45 - Forks: 15

nicofirst1/rl_werewolf

RL environment replicating the werewolf game to study emergent communication

Language: Python - Size: 9.41 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 12 - Forks: 1

liudengfeng/mrlxq

muzero Algorithm Reinforcement Learning for Chinese XiangQi

Language: Python - Size: 168 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

resuldagdanov/pettingzoo-environments

Simple Training and Evaluation of Multi-Agent Environments with Deep Reinforcement Algorithms

Language: Jupyter Notebook - Size: 22 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

Senmumu/ray_project_doc

ray project δΈ­ζ–‡ζ–‡ζ‘£

Language: Python - Size: 2.95 MB - Last synced at: 3 months ago - Pushed at: over 5 years ago - Stars: 5 - Forks: 1

ChuaCheowHuan/PBT_MARL_watered_down

My attempt to reproduce a water down version of PBT (Population based training) for MARL (Multi-agent reinforcement learning) using DDPPO (Decentralized & distributed proximal policy optimization) from ray[rllib].

Language: Jupyter Notebook - Size: 441 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 0

wullli/flatlander

RL robust to deadlocks for the Flatland Challenge 2020.

Language: Jupyter Notebook - Size: 114 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

DerwenAI/rllib_tutorials

RLlib tutorials

Language: Jupyter Notebook - Size: 42.1 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 52 - Forks: 8

3neutronstar/flow-autonomous-driving

RL based simulation

Language: Python - Size: 65.6 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 2

LeonZamel/coins-and-traitors

A multi-agent reinforcement learning environment inspired by social deduction games

Language: Python - Size: 50.7 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 1

eescriba/smart-cities-drl

Urban mobility simulations with Python3, RLlib (Deep Reinforcement Learning), Mesa (Agent-based modeling) and OpenAI Gym.

Language: Jupyter Notebook - Size: 23.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 3

kochlisGit/Deep-RL-Frameworks

Comparison of different Deep Reinforcement Learning (DRL) Frameworks. This repository includes "tf-agents", "RLlib" and will soon support "acme" as well.

Language: Jupyter Notebook - Size: 2.09 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

DerwenAI/gym_example

An example implementation of an OpenAI Gym environment used for a Ray RLlib tutorial

Language: Python - Size: 45.9 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 25 - Forks: 17

isk03276/LearnToMoveUR3

Learning various robotic manipulations tasks of the UR3

Language: Python - Size: 16.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

ChuaCheowHuan/sagemaker_Ray_RLlib_custom_env

Sample setup for custom reinforcement learning environment in Sagemaker. This example uses Proximal Policy Optimization with Ray (RLlib).

Language: Python - Size: 127 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 2

PJarbas/deep-rl

Solving gym environments using RLlib: Industry-Grade Reinforcement Learning

Language: Python - Size: 344 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

PJarbas/reinforcement-learning

reinforcement-learning examples

Language: Jupyter Notebook - Size: 54.6 MB - Last synced at: about 2 months ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

dev0Guy/amgu

🚦 Traffic Management System 🚏 With Deep Reinforcement Learning πŸš—

Language: Python - Size: 57.8 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 4 - Forks: 1

akirasosa/aie-train

AI Economist Training Examples

Language: Python - Size: 1.16 MB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 12 - Forks: 4

gutfeeling/fastdeeprl

Notebooks and exercises for the Fast Deep Reinforcement Learning Course https://courses.dibya.online/p/fastdeeprl

Language: Jupyter Notebook - Size: 3.37 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 3

isk03276/LearnToPlayGames

Learning various games based on DRL(Deep Reinforcement Learning)

Language: Python - Size: 36.1 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

Kajune/KODOKU

Multi-agent Self-Play Reinforcement Learning Library

Language: Python - Size: 90.8 KB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

Loneknight73/BriscolaChiamataRL

An attempt to train a NN for the game Briscola Chiamata using rllib (still very preliminary)

Language: Python - Size: 18.6 KB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

bikaylee/Pixel-Jump

Deep Reinforcement Project in Malmo - UCI CS175 Fall 2020

Language: Python - Size: 36.1 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

jthelin/HelloRayActors

A simple example of distributed actors using ray - http://rllib.io/

Language: Python - Size: 10.7 KB - Last synced at: about 2 months ago - Pushed at: almost 6 years ago - Stars: 1 - Forks: 0

thiagopbueno/model-aware-policy-optimization

MAPO: Model-Aware Policy Optimization algorithm

Size: 315 KB - Last synced at: 3 days ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 0

Related Keywords
rllib 77 reinforcement-learning 55 ray 30 ppo 17 python 17 deep-reinforcement-learning 15 tensorflow 12 pytorch 12 multi-agent-reinforcement-learning 11 machine-learning 10 gym 10 deep-learning 8 pettingzoo 7 gym-environment 5 rl 5 simulation 5 multiagent-reinforcement-learning 4 marl 4 openai-gym 4 dqn 4 keras 3 python3 3 jupyter-notebook 3 stable-baselines3 3 optimization 3 carla-simulator 3 self-play 3 neural-networks 3 rllib-tutorials 3 mobile 2 cellular 2 cell-selection 2 wireless 2 proximal-policy-optimization 2 robotics 2 population-based-training 2 gymnasium 2 stable-baselines 2 trading 2 mujoco 2 tutorials 2 reinforcement-learning-agent 2 quantitative-finance 2 quantitative-trading 2 flow 2 policy-gradient 2 pygame 2 emergent-communication 2 hyperparameter-search 2 parallel 2 hyperparameter-optimization 2 distributed 2 tensorboard 2 distributed-systems 2 autonomous-driving 2 multi-agent-simulation 2 multi-agent-systems 2 data-science 2 ray-rllib 2 autonomous-vehicles 2 financial-engineering 1 high-frequency-trading 1 limit-order-book 1 double-auction 1 lstm 1 raylib 1 lstm-neural-networks 1 market-microstructure 1 warlockbrawl 1 n-player 1 warlock 1 warcraft 1 typescript 1 zero-sum 1 zero-sum-games 1 flow-minicity-environment 1 geometric-algebra 1 simulating-autonomous-vehicles 1 clustering 1 finance 1 actor-pattern 1 entity-component-system 1 adas 1 adaptive-cruise-control 1 noise-filtering 1 sensor-noise 1 scalability 1 stacked-states 1 tensorflow2 1 state-estimation 1 state-representation 1 uncertainty 1 urban-environment 1 intelligent-driver-model 1 newtonian-mechanics 1 pygame-application 1 v2i 1 3d-manipulation 1 adversarial-policies 1 behavioral-cloning 1