Model Hubs & Serving

DI-engine

Generalized Decision Intelligence engine for deep reinforcement learning algorithms.

Status
Generally available
Last checked
Checked · Oct 15, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

DI-engine supports a wide range of basic and domain-specific deep reinforcement learning algorithms, making it versatile for various applications in decision intelligence.

DI-engine stands out with its comprehensive support for both basic and domain-specific deep reinforcement learning algorithms, making it an ideal choice for researchers and developers working in complex decision-making environments.

When it fits — and when it doesn’t

A good fit for

  • Research teams working on advanced reinforcement learning algorithms who need a flexible and comprehensive framework.

  • Developers implementing multi-agent systems where coordination among agents is critical.

  • Data scientists exploring new methods for enhancing exploration in RL environments.

Look elsewhere if

  • Projects requiring real-time decision-making capabilities as the focus is more on research and development.

  • Teams looking for a fully managed service, as DI-engine requires self-hosting and setup.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited documentation for advanced use cases

    Advanced features like RND and GAIL lack detailed examples or tutorials

  2. 02

    Performance bottlenecks in large-scale deployments

    Not optimized for distributed training across multiple GPUs or machines

What it does well

  • Supports a wide range of DRL algorithms including DQN, PPO, SAC.

  • Includes domain-specific algorithms like QMIX for multi-agent RL and GAIL for inverse RL.

  • Flexible architecture to support various exploration problems with RND.

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up DI-engine

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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