rllib

There are 5 repositories under rllib topic.

ray-project / ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
ray distributed parallel machine-learning reinforcement-learning deep-learning python rllib hyperparameter-search optimization data-science automl hyperparameter-optimization model-selection java serving deployment pytorch tensorflow llm-serving
Language:Python 31062
Replicable-MARL / MARLlib
One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)
multi-agent-reinforcement-learning ray rllib pytorch deep-reinforcement-learning
Language:Python 768
VectorizedMultiAgentSimulator
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.
gym gym-environment marl multi-agent multi-agent-learning multi-agent-reinforcement-learning multi-agent-simulation multi-agent-systems multi-robot multi-robot-framework multi-robot-sim multi-robot-simulator multi-robot-systems pytorch rllib simulator vectorization vectorized robotics simulation
Language:Python 247
T-1000
Draichi / T-1000
:zap: :zap: 𝘋𝘦𝘦𝘱 𝘙𝘓 𝘈𝘭𝘨𝘰𝘵𝘳𝘢𝘥𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘙𝘢𝘺 𝘈𝘗𝘐
reinforcement-learning-bot trading-bot algotrading rllib ray trading bot rl
Language:Python 172
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.
multi-agent-reinforcement-learning gym-environment limit-order-book high-frequency-trading ray rllib market-microstructure financial-engineering self-play double-auction ppo zero-sum-games zero-sum quantitative-finance quantitative-trading marl n-player lstm
Language:Jupyter Notebook 135
druce / rl
Deep Reinforcement Learning For Trading
reinforcement-learning trading python deep-learning deep-q-network rllib jupyter-notebook machine-learning keras keras-tensorflow quantitative-finance quantitative-trading algorithmic-trading
Language:Jupyter Notebook 104
stefanbschneider / mobile-env
An open, minimalist Gymnasium environment for autonomous coordination in wireless mobile networks.
reinforcement-learning environment gym mobile-networks cellular coordination management optimization python python3 simulation evaluation mobile cell-selection wireless multi-agent-reinforcement-learning rllib stable-baselines autonomous gymnasium
Language:Python 83
DerwenAI / ray_tutorial
An introductory tutorial about leveraging Ray core features for distributed patterns.
ray rllib distributed-systems actor-pattern futures task-parallelism scikit-learn profiling ray-tutorial python introductory-tutorial pattern-language sharding
Language:Jupyter Notebook 77
JacopoPan / a-minimalist-guide
Walkthroughs for DSL, AirSim, the Vector Institute, and more
anaconda ubuntu nvidia torch tensorflow ray rllib slurm airsim unreal-engine-4 tutorials robomaster-sdk mujoco brax robomaster-s1 dji-tello-talent
Language:C++ 63
DerwenAI / rllib_tutorials
RLlib tutorials
rllib-tutorials rllib reinforcement-learning gym
Language:Jupyter Notebook 61
goshaQ / adaptive-tls
Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning
reinforcement-learning traffic-control rllib sumo
Language:Python 55
0xangelo / raylab
Reinforcement learning algorithms in RLlib
reinforcement-learning rllib deep-learning model-based-rl machine-learning streamlit bokeh pytorch generative-models normalizing-flows
Language:Python 53
CN-UPB / DeepCoMP
Dynamic multi-cell selection for cooperative multipoint (CoMP) using (multi-agent) deep reinforcement learning
reinforcement-learning multi-agent-reinforcement-learning mobile wireless comp cellular cell-selection python simulation ppo ray rllib
Language:Python 49
DerwenAI / gym_example
An example implementation of an OpenAI Gym environment used for a Ray RLlib tutorial
ray rllib gym-environment reinforcement-learning machine-learning
Language:Python 32
AhmetFurkanDEMIR / SuperMarioBrosRL
Super Mario Bros training with Ray RLlib DQN algorithm
ray rllib rl reinforcement-learning dqn-tensorflow tensorflow keras
Language:Python 25
MarcEscandell / ALPypeRL
An open source library for connecting AnyLogic models with Reinforcement Learning frameworks through OpenAI Gymnasium
anylogic reinforcement-learning simulation ray rllib
Language:Python 22
AutonomousVehicleSimulation
rlew631 / AutonomousVehicleSimulation
Used Flow, Ray/RLlib and OpenAI Gym to simulate and train autonomous vehicles/human drivers in SUMO (Simulation of Urban Mobility)
flow-minicity-environment flow rllib simulating-autonomous-vehicles
Language:Jupyter Notebook 17
nicofirst1 / rl_werewolf
RL environment replicating the werewolf game to study emergent communication
werewolf-game python reinforcement-learning emergent-communication emergent-behavior rllib mafia-game
Language:Python 16
akirasosa / aie-train
AI Economist Training Examples
reinforcement-learning ppo rllib
Language:Python 12
dcos-labs / dcos-jupyterlab-service
JupyterLab Notebook for Mesosphere DC/OS
beakerx spark jupyter tensorflow mesos dcos toree xgboost gpu cudnn hdfs marathon keras pandas arrow dask mesosphere ray rllib jupyterlab
Language:Shell 12
HumanCompatibleAI / better-adversarial-defenses
Training in bursts for defending against adversarial policies
reinforcement-learning adversarial-policies adversarial-examples tensorflow2 rllib ray gym multiagent-reinforcement-learning population-based-training stable-baselines
Language:Python 11
openpsi-projects / srl
SRL: Scaling Distributed Reinforcement Learning to Over Ten Thousand Cores
deep-learning distributed-systems reinforcement-learning scalability rllib
Language:Python 11
elliottower / gobblet-rl
Interactive Multi-Agent Reinforcement Learning Environment for the board game Gobblet using PettingZoo.
pettingzoo pygame multiagent-reinforcement-learning rllib tianshou
Language:Python 9
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.
reinforcement-learning tensorflow rllib ray tf-agents python deep-reinforcement-learning dqn rainbow-dqn ppo lstm-ppo acme custom-models drl-frameworks masking custom-environments model-mask pytorch soft-actor-critic
Language:Jupyter Notebook 9
OpenRL-Lab / Ray_Tutorial
Tutorial for Ray
distributed-training ray reinforcement-learning rllib rllib-tutorials tutorials
Language:Python 9
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].
pbt marl self-play population-based-training multi-agent-reinforcement-learning ray rllib pbt-marl ddppo
Language:Jupyter Notebook 8
eescriba / smart-cities-drl
Urban mobility simulations with Python3, RLlib (Deep Reinforcement Learning), Mesa (Agent-based modeling) and OpenAI Gym.
reinforcement-learning deep-reinforcement-learning python mesa rllib smart-cities mobility gym tensorflow
Language:Jupyter Notebook 7
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
aas unibo cpr policy-gradient reinforce ppo trpo vpg gifting harvest gathering gym rllib dqn
Language:Python 7
marketsAI / marketsAI
A modular framework designed to simulate economies and markets using Reinforcement Learning.
economics markets economics-models reinforcement-learning rllib ray
Language:Jupyter Notebook 6
Nullspace-Colombia / unray-bridge
Rllib framework for using Unreal Engine 5 (UE5) as external environment for Reinforced Learning training process
reinforcement-learning rllib unreal-engine-5
Language:Python 6
isk03276 / LearnToMoveUR3
Learning various robotic manipulations tasks of the UR3
coppeliasim deep-reinforcement-learning pytorch reinforcement-learning rllib ur3 ur3-robot-arm vrep ppo
Language:Python 5
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
reinforcement-learning python ray rllib gym
Language:Python 5
michaelfeil / skyjo_rl
Multi-Agent Reinforcement Learning Environment for the card game SkyJo, compatible with PettingZoo and RLLIB
reinforcement-learning mutli-agent rllib pettingzoo
Language:Jupyter Notebook 5
Senmumu / ray_project_doc
ray project 中文文档
ray distributed parallel machine-learning reinforcement-learning deep-learning python rllib hyperparameter-search optimization data-science automl hyperparameter-optimization model-selection java
Language:Python 5
xdralex / pioneer
RL training for the 6DoF manipulator
robotics reinforcement-learning deep-learning openai-gym pybullet rllib
Language:Python 5
doesburg11 / PredPreyGrass
Multi Agent Reinforcement Learning in a Predator-Prey-Grass environment
marl pettingzoo ppo predator-prey multiagent-reinforcement-learning reinforcement-learning ecosystem multiagent-systems stable-baselines3 agent-based-modelling rllib
Language:Python 4

rllib

ray-project / ray

Replicable-MARL / MARLlib

proroklab / VectorizedMultiAgentSimulator

Draichi / T-1000

ChuaCheowHuan / gym-continuousDoubleAuction

druce / rl

stefanbschneider / mobile-env

DerwenAI / ray_tutorial

JacopoPan / a-minimalist-guide

DerwenAI / rllib_tutorials

goshaQ / adaptive-tls

0xangelo / raylab

CN-UPB / DeepCoMP

DerwenAI / gym_example

AhmetFurkanDEMIR / SuperMarioBrosRL

MarcEscandell / ALPypeRL

rlew631 / AutonomousVehicleSimulation

nicofirst1 / rl_werewolf

akirasosa / aie-train

dcos-labs / dcos-jupyterlab-service

HumanCompatibleAI / better-adversarial-defenses

openpsi-projects / srl

elliottower / gobblet-rl

kochlisGit / Deep-RL-Frameworks

OpenRL-Lab / Ray_Tutorial

ChuaCheowHuan / PBT_MARL_watered_down

eescriba / smart-cities-drl

Wadaboa / cpr-appropriation

marketsAI / marketsAI

Nullspace-Colombia / unray-bridge

isk03276 / LearnToMoveUR3

KGolemo / f1-racing-line-optimization

michaelfeil / skyjo_rl

Senmumu / ray_project_doc

xdralex / pioneer

doesburg11 / PredPreyGrass