ACE
DI-engine
| ACE | DI-engine | |
|---|---|---|
| 1 | 3 | |
| 186 | 2,581 | |
| 0.0% | 6.7% | |
| 10.0 | 8.7 | |
| over 1 year ago | 16 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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ACE
DI-engine
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Anyone have experience with DI-Engine?
I posted a while back asking people what frameworks they were using for RL research. Recently i stumbled upon DI-Engine which looks promising! Actively maintained, with a diverse set of algorithms already implemented.
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TransformerXL + PPO Baseline + MemoryGym
DI Engine
- Struggling with algorithm generality? Try DI engine; here is the solution
What are some alternatives?
chatarena - ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
stable-baselines - A fork of OpenAI Baselines, implementations of reinforcement learning algorithms
Mava - 🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX
pytorch-a2c-ppo-acktr-gail - 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).
tianshou - An elegant PyTorch deep reinforcement learning library.
seed_rl - SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.
stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
on-policy - This is the official implementation of Multi-Agent PPO (MAPPO).
myosuite - MyoSuite is a collection of environments/tasks to be solved by musculoskeletal models simulated with the MuJoCo physics engine and wrapped in the OpenAI gym API.
godot_rl_agents - An Open Source package that allows video game creators, AI researchers and hobbyists the opportunity to learn complex behaviors for their Non Player Characters or agents
brain-agent - Brain Agent for Large-Scale and Multi-Task Agent Learning
ml-agents - The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.