Pits and Orbs

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Pits and Orbs is a lightweight Python-based multi-agent grid-world environment designed for reinforcement learning research and education. It simulates turn-based gameplay where agents navigate a grid, avoid deadly pits, gather orbs for rewards, and interact competitively or cooperatively. With customizable grid sizes and reward configurations, it provides a flexible testbed for developing and benchmarking RL algorithms.
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May 15 2025
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Pits and Orbs

Pits and Orbs

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Pits and Orbs
Pits and Orbs is a lightweight Python-based multi-agent grid-world environment designed for reinforcement learning research and education. It simulates turn-based gameplay where agents navigate a grid, avoid deadly pits, gather orbs for rewards, and interact competitively or cooperatively. With customizable grid sizes and reward configurations, it provides a flexible testbed for developing and benchmarking RL algorithms.
Added on:
Social & Email:
Platform:
May 15 2025
--
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What is Pits and Orbs?

Pits and Orbs is an open-source reinforcement learning environment implemented in Python, offering a turn-based multi-agent grid-world where agents pursue objectives and face environmental hazards. Each agent must navigate a customizable grid, avoid randomly placed pits that penalize or terminate episodes, and collect orbs for positive rewards. The environment supports both competitive and cooperative modes, enabling researchers to explore varied learning scenarios. Its simple API integrates seamlessly with popular RL libraries like Stable Baselines or RLlib. Key features include adjustable grid dimensions, dynamic pit and orb distributions, configurable reward structures, and optional logging for training analysis.

Who will use Pits and Orbs?

  • Reinforcement Learning researchers
  • AI educators
  • Game AI developers
  • Students and hobbyists in AI

How to use the Pits and Orbs?

  • Step1: Clone the GitHub repository or install via pip
  • Step2: Import the PitsAndOrbs environment in your Python script
  • Step3: Configure grid dimensions, pit and orb settings
  • Step4: Wrap the environment with an RL interface (e.g., OpenAI Gym)
  • Step5: Train and evaluate your agent with chosen learning algorithm
  • Step6: Analyze performance metrics and refine parameters

Platform

  • mac
  • windows
  • linux

Pits and Orbs's Core Features & Benefits

The Core Features

  • Turn-based multi-agent grid-world simulation
  • Customizable grid size and layout
  • Randomized pit hazards and orb rewards
  • Support for competitive and cooperative modes
  • Simple Gym-compatible API
  • Episode logging and rendering options

The Benefits

  • Lightweight and easy to integrate
  • Flexible benchmarking environment
  • Ideal for education and experimentation
  • Customizable to diverse RL scenarios
  • Open-source and extensible

Pits and Orbs's Main Use Cases & Applications

  • Benchmarking reinforcement learning algorithms
  • Teaching RL concepts in academic courses
  • Developing multi-agent competitive/cooperative strategies
  • Prototyping grid-world AI behaviors

FAQs of Pits and Orbs

Pits and Orbs Company Information

Pits and Orbs Reviews

5/5
Do You Recommend Pits and Orbs? Leave a Comment Below!

Pits and Orbs's Main Competitors and alternatives?

  • OpenAI Gym MiniGrid
  • PettingZoo Parallel environments
  • DeepMind Lab
  • Unity ML-Agents

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