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Overview

Version History

Key Milestones

Getting Started with AReaL-lite

Running GRPO on GSM8K Dataset

Tutorial

Installation
Quickstart
OpenAI-Compatible Workflows
Agentic Reinforcement Learning
Evaluation
Fine-tuning Large MoE Models
Configurations

Best Practices

Diagnosing RL Performance
Debugging Guide
Handling OOM Issues
Performance Profiling

Customization

Dataset
Rollout and Agentic RL
Training Algorithm

References

Benchmark Guide
Reproduction Guide

Algorithms

Asynchronous RL
Group Relative Policy Optimization (GRPO)
REINFORCE Leave-One-Out (RLOO)
Decoupled Clip and Dynamic Sampling Policy Optimization (DAPO)
Group Sequence Policy Optimization (GSPO)
Group Relative Policy Optimization Done Right (Dr.GRPO)
Lite-PPO

Repository
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By AReaL Team

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