gaspersic/Gymnasium
1
0
Fork 0
mirror of https://github.com/Farama-Foundation/Gymnasium.git synced 2025-08-20 05:52:03 +00:00
Code Issues Packages Projects Releases Wiki Activity
Files
34fc9d196199adba037eef833cf8be7a336b51c1
Gymnasium/v0.28.0/tutorials/gymnasium_basics/environment_creation/index.html
pseudo-rnd-thoughts 7e4981e01d Deploying to gh-pages from @ Farama-Foundation/Gymnasium@8c167b868d 🚀
2023-03-24 17:29:37 +00:00

1266 lines
102 KiB
HTML
Raw Blame History

This file contains invisible Unicode characters

This file contains invisible Unicode characters that are indistinguishable to humans but may be processed differently by a computer. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

<!doctype html>
<html class="no-js" lang="en">
<head><meta charset="utf-8"/>
<meta name="viewport" content="width=device-width,initial-scale=1"/>
<meta name="color-scheme" content="light dark">
<meta name="description" content="A standard API for reinforcement learning and a diverse set of reference environments (formerly Gym)">
<meta property="og:title" content="Gymnasium Documentation" />
<meta property="og:type" content="website" />
<meta property="og:description" content="A standard API for reinforcement learning and a diverse set of reference environments (formerly Gym)" />
<meta property="og:url" content="https://gymnasium.farama.org/tutorials/gymnasium_basics/environment_creation.html" /><meta property="og:image" content="https://gymnasium.farama.org/_static/img/gymnasium-github.png" /><meta name="twitter:card" content="summary_large_image"><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
<link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="Training A2C with Vector Envs and Domain Randomization" href="../vector_envs_tutorial/" /><link rel="prev" title="Implementing Custom Wrappers" href="../implementing_custom_wrappers/" />
<link rel="canonical" href="https://gymnasium.farama.org/tutorials/gymnasium_basics/environment_creation.html" />
<link rel="shortcut icon" href="../../../_static/favicon.png"/><!-- Generated with Sphinx 6.1.3 and Furo 2022.12.07.dev1 -->
<title>Make your own custom environment - Gymnasium Documentation</title>
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?digest=721f65a87c37740baa8d605b09db5bec3a2987a8" />
<link rel="stylesheet" type="text/css" href="../../../_static/sg_gallery.css" />
<link rel="stylesheet" type="text/css" href="../../../_static/sg_gallery-binder.css" />
<link rel="stylesheet" type="text/css" href="../../../_static/sg_gallery-dataframe.css" />
<link rel="stylesheet" type="text/css" href="../../../_static/sg_gallery-rendered-html.css" />
<link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?digest=b0c92cd440df7c18a0306b0433406327ff2c572f" />
<style>
body {
--color-code-background: #f8f8f8;
--color-code-foreground: black;
}
@media not print {
body[data-theme="dark"] {
--color-code-background: #202020;
--color-code-foreground: #d0d0d0;
}
@media (prefers-color-scheme: dark) {
body:not([data-theme="light"]) {
--color-code-background: #202020;
--color-code-foreground: #d0d0d0;
}
}
}
</style></head>
<body>
<header class="farama-header" aria-label="Farama header">
<div class="farama-header__container">
<div class="farama-header__left--mobile">
<label class="nav-overlay-icon" for="__navigation">
<div class="visually-hidden">Toggle site navigation sidebar</div>
<svg viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
<defs></defs>
<line x1="0.5" y1="4" x2="23.5" y2="4"></line>
<line x1="0.232" y1="12" x2="23.5" y2="12"></line>
<line x1="0.232" y1="20" x2="23.5" y2="20"></line>
</svg>
<!-- <svg viewBox="0 0 24 24" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
<line x1="0.5" y1="4.5" x2="23.5" y2="4.5" style="fill: none; "></line>
<line x1="0.5" y1="12" x2="14" y2="12" ></line>
<line x1="0.5" y1="19.5" x2="23.5" y2="19.5"></line>
<polyline style="stroke-width: 0px;" points="17 7 22 12 17 17"></polyline>
</svg> -->
<!-- <svg viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" style="width:20px">
<defs></defs>
<rect y="1" width="22" height="22" rx="2" ry="2" style="fill: none;" x="1"></rect>
<line x1="8" y1="1" x2="8" y2="23"></line>
<polyline style="stroke-linecap: round; fill: none; stroke-linejoin: round;" points="13 7 17 12 13 17"></polyline>
</svg> -->
</label>
</div>
<div class="farama-header__left farama-header__center--mobile">
<a href="../../../">
<img class="farama-header__logo only-light" src="../../../_static/img/gymnasium_black.svg" alt="Light Logo"/>
<img class="farama-header__logo only-dark" src="../../../_static/img/gymnasium_white.svg" alt="Dark Logo"/>
<span class="farama-header__title">Gymnasium Documentation</span>
</a>
</div>
<div class="farama-header__right">
<div class="farama-header-menu">
<button class="farama-header-menu__btn" aria-label="Open Farama Menu" aria-expanded="false" aria-haspopup="true" aria-controls="farama-menu">
<img class="farama-black-logo-invert" src="../../../_static/img/farama-logo-header.svg">
<svg viewBox="0 0 24 24" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
<polyline style="stroke-linecap: round; stroke-linejoin: round; fill: none; stroke-width: 2px;" points="1 7 12 18 23 7"></polyline>
</svg>
</button>
<div class="farama-header-menu-container farama-hidden" aria-hidden="true" id="farama-menu">
<div class="farama-header-menu__header">
<a href="https://farama.org">
<img class="farama-header-menu__logo farama-white-logo-invert" src="../../../_static/img/farama_solid_white.svg" alt="Farama Foundation logo">
<span>Farama Foundation</span>
</a>
<div class="farama-header-menu-header__right">
<button id="farama-close-menu">
<svg viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" fill="none" stroke="currentColor"
stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="icon-close">
<line x1="3" y1="21" x2="21" y2="3"></line>
<line x1="3" y1="3" x2="21" y2="21"></line>
</svg>
</button>
</div>
</div>
<div class="farama-header-menu__body">
<!-- Response from farama.org/api/projects.json -->
</div>
</div>
</div>
</div>
</div>
</header>
<script>
document.body.dataset.theme = localStorage.getItem("theme") || "auto";
</script>
<svg xmlns="http://www.w3.org/2000/svg" style="display: none;">
<symbol id="svg-toc" viewBox="0 0 24 24">
<title>Contents</title>
<svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
<path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
</svg>
</symbol>
<symbol id="svg-menu" viewBox="0 0 24 24">
<title>Menu</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-menu">
<line x1="3" y1="12" x2="21" y2="12"></line>
<line x1="3" y1="6" x2="21" y2="6"></line>
<line x1="3" y1="18" x2="21" y2="18"></line>
</svg>
</symbol>
<symbol id="svg-arrow-right" viewBox="0 0 24 24">
<title>Expand</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-chevron-right">
<polyline points="9 18 15 12 9 6"></polyline>
</svg>
</symbol>
<symbol id="svg-sun" viewBox="0 0 24 24">
<title>Light mode</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
<circle cx="12" cy="12" r="5"></circle>
<line x1="12" y1="1" x2="12" y2="3"></line>
<line x1="12" y1="21" x2="12" y2="23"></line>
<line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line>
<line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line>
<line x1="1" y1="12" x2="3" y2="12"></line>
<line x1="21" y1="12" x2="23" y2="12"></line>
<line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line>
<line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line>
</svg>
</symbol>
<symbol id="svg-moon" viewBox="0 0 24 24">
<title>Dark mode</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
<path stroke="none" d="M0 0h24v24H0z" fill="none" />
<path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" />
</svg>
</symbol>
<symbol id="svg-sun-half" viewBox="0 0 24 24">
<title>Auto light/dark mode</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
<path stroke="none" d="M0 0h24v24H0z" fill="none"/>
<circle cx="12" cy="12" r="9" />
<path d="M13 12h5" />
<path d="M13 15h4" />
<path d="M13 18h1" />
<path d="M13 9h4" />
<path d="M13 6h1" />
</svg>
</symbol>
</svg>
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation">
<input type="checkbox" class="sidebar-toggle" name="__toc" id="__toc">
<label class="overlay sidebar-overlay" for="__navigation">
<div class="visually-hidden">Hide navigation sidebar</div>
</label>
<label class="overlay toc-overlay" for="__toc">
<div class="visually-hidden">Hide table of contents sidebar</div>
</label>
<div class="page">
<!--<header class="mobile-header">
<div class="header-left">
<label class="nav-overlay-icon" for="__navigation">
<div class="visually-hidden">Toggle site navigation sidebar</div>
<i class="icon"><svg><use href="#svg-menu"></use></svg></i>
</label>
</div>
<div class="header-center">
<a href="../../../"><div class="brand">Gymnasium Documentation</div></a>
</div>
<div class="header-right">
<div class="theme-toggle-container theme-toggle-header">
<button class="theme-toggle">
<div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
<svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
<svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
<svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
</button>
</div>
<label class="toc-overlay-icon toc-header-icon" for="__toc">
<div class="visually-hidden">Toggle table of contents sidebar</div>
<i class="icon"><svg><use href="#svg-toc"></use></svg></i>
</label>
</div>
</header>-->
<aside class="sidebar-drawer">
<div class="sidebar-container">
<div class="sidebar-sticky"><a class="farama-sidebar__title" href="../../../">
<img class="farama-header__logo only-light" src="../../../_static/img/gymnasium_black.svg" alt="Light Logo"/>
<img class="farama-header__logo only-dark" src="../../../_static/img/gymnasium_white.svg" alt="Dark Logo"/>
<span class="farama-header__title">Gymnasium Documentation</span>
</a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
<input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
<input type="hidden" name="check_keywords" value="yes">
<input type="hidden" name="area" value="default">
</form>
<div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
<p class="caption" role="heading"><span class="caption-text">Introduction</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../../../content/basic_usage/">Basic Usage</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../content/gym_compatibility/">Compatibility with Gym</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../content/migration-guide/">v21 to v26 Migration Guide</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../../../api/env/">Env</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../api/registry/">Register and Make</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../api/spaces/">Spaces</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../api/spaces/fundamental/">Fundamental Spaces</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/spaces/composite/">Composite Spaces</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/spaces/utils/">Spaces Utils</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/spaces/vector_utils/">Spaces Vector Utils</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../api/wrappers/">Wrappers</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../api/wrappers/misc_wrappers/">Misc Wrappers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/wrappers/action_wrappers/">Action Wrappers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/wrappers/observation_wrappers/">Observation Wrappers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/wrappers/reward_wrappers/">Reward Wrappers</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../../api/vector/">Vector</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../api/utils/">Utils</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../api/experimental/">Experimental</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../api/experimental/functional/">Functional Environment</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/experimental/wrappers/">Wrappers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/experimental/vector/">Vectorizing Environment</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/experimental/vector_wrappers/">Vector Environment Wrappers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/experimental/vector_utils/">Utility functions for vectorisation</a></li>
</ul>
</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Environments</span></p>
<ul>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../environments/classic_control/">Classic Control</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" role="switch" type="checkbox"/><label for="toctree-checkbox-4"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/classic_control/acrobot/">Acrobot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/classic_control/cart_pole/">Cart Pole</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/classic_control/mountain_car_continuous/">Mountain Car Continuous</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/classic_control/mountain_car/">Mountain Car</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/classic_control/pendulum/">Pendulum</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../environments/box2d/">Box2D</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" role="switch" type="checkbox"/><label for="toctree-checkbox-5"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/box2d/bipedal_walker/">Bipedal Walker</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/box2d/car_racing/">Car Racing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/box2d/lunar_lander/">Lunar Lander</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../environments/toy_text/">Toy Text</a><input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" role="switch" type="checkbox"/><label for="toctree-checkbox-6"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/toy_text/blackjack/">Blackjack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/toy_text/taxi/">Taxi</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/toy_text/cliff_walking/">Cliff Walking</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/toy_text/frozen_lake/">Frozen Lake</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../environments/mujoco/">MuJoCo</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" role="switch" type="checkbox"/><label for="toctree-checkbox-7"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/ant/">Ant</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/half_cheetah/">Half Cheetah</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/hopper/">Hopper</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/humanoid_standup/">Humanoid Standup</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/humanoid/">Humanoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/inverted_double_pendulum/">Inverted Double Pendulum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/inverted_pendulum/">Inverted Pendulum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/reacher/">Reacher</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/swimmer/">Swimmer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/pusher/">Pusher</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/mujoco/walker2d/">Walker2D</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../../environments/atari/">Atari</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/adventure/">Adventure</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/air_raid/">AirRaid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/alien/">Alien</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/amidar/">Amidar</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/assault/">Assault</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/asterix/">Asterix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/asteroids/">Asteroids</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/atlantis/">Atlantis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/atlantis2/">Atlantis2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/backgammon/">Backgammon</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/bank_heist/">BankHeist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/basic_math/">BasicMath</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/battle_zone/">BattleZone</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/beam_rider/">BeamRider</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/berzerk/">Berzerk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/blackjack/">Blackjack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/bowling/">Bowling</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/boxing/">Boxing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/breakout/">Breakout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/carnival/">Carnival</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/casino/">Casino</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/centipede/">Centipede</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/chopper_command/">ChopperCommand</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/crazy_climber/">CrazyClimber</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/crossbow/">Crossbow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/darkchambers/">Darkchambers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/defender/">Defender</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/demon_attack/">DemonAttack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/donkey_kong/">DonkeyKong</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/double_dunk/">DoubleDunk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/earthworld/">Earthworld</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/elevator_action/">ElevatorAction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/enduro/">Enduro</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/entombed/">Entombed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/et/">Et</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/fishing_derby/">FishingDerby</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/flag_capture/">FlagCapture</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/freeway/">Freeway</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/frogger/">Frogger</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/frostbite/">Frostbite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/galaxian/">Galaxian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/gopher/">Gopher</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/gravitar/">Gravitar</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/hangman/">Hangman</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/haunted_house/">HauntedHouse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/hero/">Hero</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/human_cannonball/">HumanCannonball</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/ice_hockey/">IceHockey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/jamesbond/">Jamesbond</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/journey_escape/">JourneyEscape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/kaboom/">Kaboom</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/kangaroo/">Kangaroo</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/keystone_kapers/">KeystoneKapers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/king_kong/">KingKong</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/klax/">Klax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/koolaid/">Koolaid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/krull/">Krull</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/kung_fu_master/">KungFuMaster</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/laser_gates/">LaserGates</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/lost_luggage/">LostLuggage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/mario_bros/">MarioBros</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/miniature_golf/">MiniatureGolf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/montezuma_revenge/">MontezumaRevenge</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/mr_do/">MrDo</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/ms_pacman/">MsPacman</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/name_this_game/">NameThisGame</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/othello/">Othello</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/pacman/">Pacman</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/phoenix/">Phoenix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/pitfall/">Pitfall</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/pitfall2/">Pitfall2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/pong/">Pong</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/pooyan/">Pooyan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/private_eye/">PrivateEye</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/qbert/">Qbert</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/riverraid/">Riverraid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/road_runner/">RoadRunner</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/robotank/">Robotank</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/seaquest/">Seaquest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/sir_lancelot/">SirLancelot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/skiing/">Skiing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/solaris/">Solaris</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/space_invaders/">SpaceInvaders</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/space_war/">SpaceWar</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/star_gunner/">StarGunner</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/superman/">Superman</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/surround/">Surround</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/tennis/">Tennis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/tetris/">Tetris</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/tic_tac_toe_3d/">TicTacToe3D</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/time_pilot/">TimePilot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/trondead/">Trondead</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/turmoil/">Turmoil</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/tutankham/">Tutankham</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/up_n_down/">UpNDown</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/venture/">Venture</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/video_checkers/">VideoCheckers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/video_chess/">VideoChess</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/video_cube/">VideoCube</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/video_pinball/">VideoPinball</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/wizard_of_wor/">WizardOfWor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/word_zapper/">WordZapper</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/yars_revenge/">YarsRevenge</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../environments/atari/zaxxon/">Zaxxon</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../../environments/third_party_environments/">Third-Party Environments</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../environments/third_party_environments/#third-party-environments-using-gym">Third-Party Environments using Gym</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
<ul class="current">
<li class="toctree-l1 current has-children"><a class="reference internal" href="../">Gymnasium Basics</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
<li class="toctree-l2"><a class="reference internal" href="../handling_time_limits/">Handling Time Limits</a></li>
<li class="toctree-l2"><a class="reference internal" href="../implementing_custom_wrappers/">Implementing Custom Wrappers</a></li>
<li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Make your own custom environment</a></li>
<li class="toctree-l2"><a class="reference internal" href="../vector_envs_tutorial/">Training A2C with Vector Envs and Domain Randomization</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../training_agents/">Training Agents</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../../training_agents/reinforce_invpend_gym_v26/">Training using REINFORCE for Mujoco</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../training_agents/blackjack_tutorial/">Solving Blackjack with Q-Learning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../training_agents/FrozenLake_tuto/">Frozenlake benchmark</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference external" href="https://www.comet.com/docs/v2/integrations/ml-frameworks/gymnasium/?utm_source=gymnasium&amp;utm_medium=partner&amp;utm_campaign=partner_gymnasium_2023&amp;utm_content=docs_gymnasium">Comet Tutorial</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Development</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/Farama-Foundation/Gymnasium">Github</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../release_notes/">Release Notes</a></li>
<li class="toctree-l1"><a class="reference external" href="https://github.com/Farama-Foundation/Gymnasium/blob/main/docs/README.md">Contribute to the Docs</a></li>
</ul>
</div>
</div>
</div>
</div>
</aside>
<div class="main-container">
<div class="main">
<div class="content">
<div class="article-container">
<a href="#" class="back-to-top muted-link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24">
<path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"></path>
</svg>
<span>Back to top</span>
</a>
<div class="content-icon-container">
<div class="theme-toggle-container theme-toggle-content">
<button class="theme-toggle" title="Toggle color theme">
<div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
<svg class="theme-icon-when-auto">
<use href="#svg-sun-half"></use>
</svg>
<svg class="theme-icon-when-dark">
<use href="#svg-moon"></use>
</svg>
<svg class="theme-icon-when-light">
<use href="#svg-sun"></use>
</svg>
</button>
</div>
<label class="toc-overlay-icon toc-content-icon" for="__toc">
<div class="visually-hidden">Toggle table of contents sidebar</div>
<i class="icon"><svg>
<use href="#svg-toc"></use>
</svg></i>
</label>
</div>
<article role="main">
<section class="sphx-glr-example-title" id="make-your-own-custom-environment">
<span id="sphx-glr-tutorials-gymnasium-basics-environment-creation-py"></span><h1>Make your own custom environment<a class="headerlink" href="#make-your-own-custom-environment" title="Permalink to this heading">#</a></h1>
<p>This documentation overviews creating new environments and relevant
useful wrappers, utilities and tests included in Gymnasium designed for
the creation of new environments. You can clone gym-examples to play
with the code that is presented here. We recommend that you use a virtual environment:</p>
<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">git clone https://github.com/Farama-Foundation/gym-examples</span>
<span class="go">cd gym-examples</span>
<span class="go">python -m venv .env</span>
<span class="go">source .env/bin/activate</span>
<span class="go">pip install -e .</span>
</pre></div>
</div>
<section id="subclassing-gymnasium-env">
<h2>Subclassing gymnasium.Env<a class="headerlink" href="#subclassing-gymnasium-env" title="Permalink to this heading">#</a></h2>
<p>Before learning how to create your own environment you should check out
<a class="reference external" href="/api/env">the documentation of Gymnasium’s API</a>.</p>
<p>We will be concerned with a subset of gym-examples that looks like this:</p>
<div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>gym-examples/
<span class="w"> </span>README.md
<span class="w"> </span>setup.py
<span class="w"> </span>gym_examples/
<span class="w"> </span>__init__.py
<span class="w"> </span>envs/
<span class="w"> </span>__init__.py
<span class="w"> </span>grid_world.py
<span class="w"> </span>wrappers/
<span class="w"> </span>__init__.py
<span class="w"> </span>relative_position.py
<span class="w"> </span>reacher_weighted_reward.py
<span class="w"> </span>discrete_action.py
<span class="w"> </span>clip_reward.py
</pre></div>
</div>
<p>To illustrate the process of subclassing <code class="docutils literal notranslate"><span class="pre">gymnasium.Env</span></code>, we will
implement a very simplistic game, called <code class="docutils literal notranslate"><span class="pre">GridWorldEnv</span></code>. We will write
the code for our custom environment in
<code class="docutils literal notranslate"><span class="pre">gym-examples/gym_examples/envs/grid_world.py</span></code>. The environment
consists of a 2-dimensional square grid of fixed size (specified via the
<code class="docutils literal notranslate"><span class="pre">size</span></code> parameter during construction). The agent can move vertically
or horizontally between grid cells in each timestep. The goal of the
agent is to navigate to a target on the grid that has been placed
randomly at the beginning of the episode.</p>
<ul class="simple">
<li><p>Observations provide the location of the target and agent.</p></li>
<li><p>There are 4 actions in our environment, corresponding to the
movements “right”, “up”, “left”, and “down”.</p></li>
<li><p>A done signal is issued as soon as the agent has navigated to the
grid cell where the target is located.</p></li>
<li><p>Rewards are binary and sparse, meaning that the immediate reward is
always zero, unless the agent has reached the target, then it is 1.</p></li>
</ul>
<p>An episode in this environment (with <code class="docutils literal notranslate"><span class="pre">size=5</span></code>) might look like this:</p>
<p>where the blue dot is the agent and the red square represents the
target.</p>
<p>Let us look at the source code of <code class="docutils literal notranslate"><span class="pre">GridWorldEnv</span></code> piece by piece:</p>
<section id="declaration-and-initialization">
<h3>Declaration and Initialization<a class="headerlink" href="#declaration-and-initialization" title="Permalink to this heading">#</a></h3>
<p>Our custom environment will inherit from the abstract class
<code class="docutils literal notranslate"><span class="pre">gymnasium.Env</span></code>. You shouldn’t forget to add the <code class="docutils literal notranslate"><span class="pre">metadata</span></code>
attribute to your class. There, you should specify the render-modes that
are supported by your environment (e.g. <code class="docutils literal notranslate"><span class="pre">&quot;human&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;rgb_array&quot;</span></code>,
<code class="docutils literal notranslate"><span class="pre">&quot;ansi&quot;</span></code>) and the framerate at which your environment should be
rendered. Every environment should support <code class="docutils literal notranslate"><span class="pre">None</span></code> as render-mode; you
don’t need to add it in the metadata. In <code class="docutils literal notranslate"><span class="pre">GridWorldEnv</span></code>, we will
support the modes “rgb_array” and “human” and render at 4 FPS.</p>
<p>The <code class="docutils literal notranslate"><span class="pre">__init__</span></code> method of our environment will accept the integer
<code class="docutils literal notranslate"><span class="pre">size</span></code>, that determines the size of the square grid. We will set up
some variables for rendering and define <code class="docutils literal notranslate"><span class="pre">self.observation_space</span></code> and
<code class="docutils literal notranslate"><span class="pre">self.action_space</span></code>. In our case, observations should provide
information about the location of the agent and target on the
2-dimensional grid. We will choose to represent observations in the form
of dictionaries with keys <code class="docutils literal notranslate"><span class="pre">&quot;agent&quot;</span></code> and <code class="docutils literal notranslate"><span class="pre">&quot;target&quot;</span></code>. An observation
may look like <code class="docutils literal notranslate"><span class="pre">{&quot;agent&quot;:</span> <span class="pre">array([1,</span> <span class="pre">0]),</span> <span class="pre">&quot;target&quot;:</span> <span class="pre">array([0,</span> <span class="pre">3])}</span></code>.
Since we have 4 actions in our environment (“right”, “up”, “left”,
“down”), we will use <code class="docutils literal notranslate"><span class="pre">Discrete(4)</span></code> as an action space. Here is the
declaration of <code class="docutils literal notranslate"><span class="pre">GridWorldEnv</span></code> and the implementation of <code class="docutils literal notranslate"><span class="pre">__init__</span></code>:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pygame</span>
<span class="kn">import</span> <span class="nn">gymnasium</span> <span class="k">as</span> <span class="nn">gym</span>
<span class="kn">from</span> <span class="nn">gymnasium</span> <span class="kn">import</span> <span class="n">spaces</span>
<span class="k">class</span> <span class="nc">GridWorldEnv</span><span class="p">(</span><span class="n">gym</span><span class="o">.</span><span class="n">Env</span><span class="p">):</span>
<span class="n">metadata</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;render_modes&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;human&quot;</span><span class="p">,</span> <span class="s2">&quot;rgb_array&quot;</span><span class="p">],</span> <span class="s2">&quot;render_fps&quot;</span><span class="p">:</span> <span class="mi">4</span><span class="p">}</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">render_mode</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">5</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">=</span> <span class="n">size</span> <span class="c1"># The size of the square grid</span>
<span class="bp">self</span><span class="o">.</span><span class="n">window_size</span> <span class="o">=</span> <span class="mi">512</span> <span class="c1"># The size of the PyGame window</span>
<span class="c1"># Observations are dictionaries with the agent&#39;s and the target&#39;s location.</span>
<span class="c1"># Each location is encoded as an element of {0, ..., `size`}^2, i.e. MultiDiscrete([size, size]).</span>
<span class="bp">self</span><span class="o">.</span><span class="n">observation_space</span> <span class="o">=</span> <span class="n">spaces</span><span class="o">.</span><span class="n">Dict</span><span class="p">(</span>
<span class="p">{</span>
<span class="s2">&quot;agent&quot;</span><span class="p">:</span> <span class="n">spaces</span><span class="o">.</span><span class="n">Box</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">),</span>
<span class="s2">&quot;target&quot;</span><span class="p">:</span> <span class="n">spaces</span><span class="o">.</span><span class="n">Box</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">),</span>
<span class="p">}</span>
<span class="p">)</span>
<span class="c1"># We have 4 actions, corresponding to &quot;right&quot;, &quot;up&quot;, &quot;left&quot;, &quot;down&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">action_space</span> <span class="o">=</span> <span class="n">spaces</span><span class="o">.</span><span class="n">Discrete</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> The following dictionary maps abstract actions from `self.action_space` to</span>
<span class="sd"> the direction we will walk in if that action is taken.</span>
<span class="sd"> I.e. 0 corresponds to &quot;right&quot;, 1 to &quot;up&quot; etc.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_action_to_direction</span> <span class="o">=</span> <span class="p">{</span>
<span class="mi">0</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]),</span>
<span class="mi">1</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]),</span>
<span class="mi">2</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]),</span>
<span class="mi">3</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]),</span>
<span class="p">}</span>
<span class="k">assert</span> <span class="n">render_mode</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">render_mode</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">metadata</span><span class="p">[</span><span class="s2">&quot;render_modes&quot;</span><span class="p">]</span>
<span class="bp">self</span><span class="o">.</span><span class="n">render_mode</span> <span class="o">=</span> <span class="n">render_mode</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> If human-rendering is used, `self.window` will be a reference</span>
<span class="sd"> to the window that we draw to. `self.clock` will be a clock that is used</span>
<span class="sd"> to ensure that the environment is rendered at the correct framerate in</span>
<span class="sd"> human-mode. They will remain `None` until human-mode is used for the</span>
<span class="sd"> first time.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">window</span> <span class="o">=</span> <span class="kc">None</span>
<span class="bp">self</span><span class="o">.</span><span class="n">clock</span> <span class="o">=</span> <span class="kc">None</span>
</pre></div>
</div>
</section>
<section id="constructing-observations-from-environment-states">
<h3>Constructing Observations From Environment States<a class="headerlink" href="#constructing-observations-from-environment-states" title="Permalink to this heading">#</a></h3>
<p>Since we will need to compute observations both in <code class="docutils literal notranslate"><span class="pre">reset</span></code> and
<code class="docutils literal notranslate"><span class="pre">step</span></code>, it is often convenient to have a (private) method <code class="docutils literal notranslate"><span class="pre">_get_obs</span></code>
that translates the environment’s state into an observation. However,
this is not mandatory and you may as well compute observations in
<code class="docutils literal notranslate"><span class="pre">reset</span></code> and <code class="docutils literal notranslate"><span class="pre">step</span></code> separately:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">_get_obs</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">return</span> <span class="p">{</span><span class="s2">&quot;agent&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span><span class="p">,</span> <span class="s2">&quot;target&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_target_location</span><span class="p">}</span>
</pre></div>
</div>
<p>We can also implement a similar method for the auxiliary information
that is returned by <code class="docutils literal notranslate"><span class="pre">step</span></code> and <code class="docutils literal notranslate"><span class="pre">reset</span></code>. In our case, we would like
to provide the manhattan distance between the agent and the target:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">_get_info</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">return</span> <span class="p">{</span>
<span class="s2">&quot;distance&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_target_location</span><span class="p">,</span> <span class="nb">ord</span><span class="o">=</span><span class="mi">1</span>
<span class="p">)</span>
<span class="p">}</span>
</pre></div>
</div>
<p>Oftentimes, info will also contain some data that is only available
inside the <code class="docutils literal notranslate"><span class="pre">step</span></code> method (e.g. individual reward terms). In that case,
we would have to update the dictionary that is returned by <code class="docutils literal notranslate"><span class="pre">_get_info</span></code>
in <code class="docutils literal notranslate"><span class="pre">step</span></code>.</p>
</section>
<section id="reset">
<h3>Reset<a class="headerlink" href="#reset" title="Permalink to this heading">#</a></h3>
<p>The <code class="docutils literal notranslate"><span class="pre">reset</span></code> method will be called to initiate a new episode. You may
assume that the <code class="docutils literal notranslate"><span class="pre">step</span></code> method will not be called before <code class="docutils literal notranslate"><span class="pre">reset</span></code> has
been called. Moreover, <code class="docutils literal notranslate"><span class="pre">reset</span></code> should be called whenever a done signal
has been issued. Users may pass the <code class="docutils literal notranslate"><span class="pre">seed</span></code> keyword to <code class="docutils literal notranslate"><span class="pre">reset</span></code> to
initialize any random number generator that is used by the environment
to a deterministic state. It is recommended to use the random number
generator <code class="docutils literal notranslate"><span class="pre">self.np_random</span></code> that is provided by the environment’s base
class, <code class="docutils literal notranslate"><span class="pre">gymnasium.Env</span></code>. If you only use this RNG, you do not need to
worry much about seeding, <em>but you need to remember to call
``super().reset(seed=seed)``</em> to make sure that <code class="docutils literal notranslate"><span class="pre">gymnasium.Env</span></code>
correctly seeds the RNG. Once this is done, we can randomly set the
state of our environment. In our case, we randomly choose the agent’s
location and the random sample target positions, until it does not
coincide with the agent’s position.</p>
<p>The <code class="docutils literal notranslate"><span class="pre">reset</span></code> method should return a tuple of the initial observation
and some auxiliary information. We can use the methods <code class="docutils literal notranslate"><span class="pre">_get_obs</span></code> and
<code class="docutils literal notranslate"><span class="pre">_get_info</span></code> that we implemented earlier for that:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">seed</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
<span class="c1"># We need the following line to seed self.np_random</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">reset</span><span class="p">(</span><span class="n">seed</span><span class="o">=</span><span class="n">seed</span><span class="p">)</span>
<span class="c1"># Choose the agent&#39;s location uniformly at random</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">np_random</span><span class="o">.</span><span class="n">integers</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
<span class="c1"># We will sample the target&#39;s location randomly until it does not coincide with the agent&#39;s location</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_target_location</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span>
<span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">array_equal</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_target_location</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_target_location</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">np_random</span><span class="o">.</span><span class="n">integers</span><span class="p">(</span>
<span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span>
<span class="p">)</span>
<span class="n">observation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_obs</span><span class="p">()</span>
<span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_info</span><span class="p">()</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_mode</span> <span class="o">==</span> <span class="s2">&quot;human&quot;</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_render_frame</span><span class="p">()</span>
<span class="k">return</span> <span class="n">observation</span><span class="p">,</span> <span class="n">info</span>
</pre></div>
</div>
</section>
<section id="step">
<h3>Step<a class="headerlink" href="#step" title="Permalink to this heading">#</a></h3>
<p>The <code class="docutils literal notranslate"><span class="pre">step</span></code> method usually contains most of the logic of your
environment. It accepts an <code class="docutils literal notranslate"><span class="pre">action</span></code>, computes the state of the
environment after applying that action and returns the 4-tuple
<code class="docutils literal notranslate"><span class="pre">(observation,</span> <span class="pre">reward,</span> <span class="pre">done,</span> <span class="pre">info)</span></code>. Once the new state of the
environment has been computed, we can check whether it is a terminal
state and we set <code class="docutils literal notranslate"><span class="pre">done</span></code> accordingly. Since we are using sparse binary
rewards in <code class="docutils literal notranslate"><span class="pre">GridWorldEnv</span></code>, computing <code class="docutils literal notranslate"><span class="pre">reward</span></code> is trivial once we
know <code class="docutils literal notranslate"><span class="pre">done</span></code>. To gather <code class="docutils literal notranslate"><span class="pre">observation</span></code> and <code class="docutils literal notranslate"><span class="pre">info</span></code>, we can again make
use of <code class="docutils literal notranslate"><span class="pre">_get_obs</span></code> and <code class="docutils literal notranslate"><span class="pre">_get_info</span></code>:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">step</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">action</span><span class="p">):</span>
<span class="c1"># Map the action (element of {0,1,2,3}) to the direction we walk in</span>
<span class="n">direction</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_action_to_direction</span><span class="p">[</span><span class="n">action</span><span class="p">]</span>
<span class="c1"># We use `np.clip` to make sure we don&#39;t leave the grid</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span> <span class="o">+</span> <span class="n">direction</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span>
<span class="p">)</span>
<span class="c1"># An episode is done iff the agent has reached the target</span>
<span class="n">terminated</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array_equal</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_target_location</span><span class="p">)</span>
<span class="n">reward</span> <span class="o">=</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">terminated</span> <span class="k">else</span> <span class="mi">0</span> <span class="c1"># Binary sparse rewards</span>
<span class="n">observation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_obs</span><span class="p">()</span>
<span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_info</span><span class="p">()</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_mode</span> <span class="o">==</span> <span class="s2">&quot;human&quot;</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_render_frame</span><span class="p">()</span>
<span class="k">return</span> <span class="n">observation</span><span class="p">,</span> <span class="n">reward</span><span class="p">,</span> <span class="n">terminated</span><span class="p">,</span> <span class="kc">False</span><span class="p">,</span> <span class="n">info</span>
</pre></div>
</div>
</section>
<section id="rendering">
<h3>Rendering<a class="headerlink" href="#rendering" title="Permalink to this heading">#</a></h3>
<p>Here, we are using PyGame for rendering. A similar approach to rendering
is used in many environments that are included with Gymnasium and you
can use it as a skeleton for your own environments:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">render</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_mode</span> <span class="o">==</span> <span class="s2">&quot;rgb_array&quot;</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_render_frame</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">_render_frame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">window</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_mode</span> <span class="o">==</span> <span class="s2">&quot;human&quot;</span><span class="p">:</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">init</span><span class="p">()</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">init</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">window</span> <span class="o">=</span> <span class="n">pygame</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">set_mode</span><span class="p">(</span>
<span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">window_size</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">window_size</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">clock</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_mode</span> <span class="o">==</span> <span class="s2">&quot;human&quot;</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">clock</span> <span class="o">=</span> <span class="n">pygame</span><span class="o">.</span><span class="n">time</span><span class="o">.</span><span class="n">Clock</span><span class="p">()</span>
<span class="n">canvas</span> <span class="o">=</span> <span class="n">pygame</span><span class="o">.</span><span class="n">Surface</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">window_size</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">window_size</span><span class="p">))</span>
<span class="n">canvas</span><span class="o">.</span><span class="n">fill</span><span class="p">((</span><span class="mi">255</span><span class="p">,</span> <span class="mi">255</span><span class="p">,</span> <span class="mi">255</span><span class="p">))</span>
<span class="n">pix_square_size</span> <span class="o">=</span> <span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">window_size</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span>
<span class="p">)</span> <span class="c1"># The size of a single grid square in pixels</span>
<span class="c1"># First we draw the target</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">draw</span><span class="o">.</span><span class="n">rect</span><span class="p">(</span>
<span class="n">canvas</span><span class="p">,</span>
<span class="p">(</span><span class="mi">255</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">Rect</span><span class="p">(</span>
<span class="n">pix_square_size</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_target_location</span><span class="p">,</span>
<span class="p">(</span><span class="n">pix_square_size</span><span class="p">,</span> <span class="n">pix_square_size</span><span class="p">),</span>
<span class="p">),</span>
<span class="p">)</span>
<span class="c1"># Now we draw the agent</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">draw</span><span class="o">.</span><span class="n">circle</span><span class="p">(</span>
<span class="n">canvas</span><span class="p">,</span>
<span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">255</span><span class="p">),</span>
<span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_agent_location</span> <span class="o">+</span> <span class="mf">0.5</span><span class="p">)</span> <span class="o">*</span> <span class="n">pix_square_size</span><span class="p">,</span>
<span class="n">pix_square_size</span> <span class="o">/</span> <span class="mi">3</span><span class="p">,</span>
<span class="p">)</span>
<span class="c1"># Finally, add some gridlines</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">draw</span><span class="o">.</span><span class="n">line</span><span class="p">(</span>
<span class="n">canvas</span><span class="p">,</span>
<span class="mi">0</span><span class="p">,</span>
<span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">pix_square_size</span> <span class="o">*</span> <span class="n">x</span><span class="p">),</span>
<span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">window_size</span><span class="p">,</span> <span class="n">pix_square_size</span> <span class="o">*</span> <span class="n">x</span><span class="p">),</span>
<span class="n">width</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">draw</span><span class="o">.</span><span class="n">line</span><span class="p">(</span>
<span class="n">canvas</span><span class="p">,</span>
<span class="mi">0</span><span class="p">,</span>
<span class="p">(</span><span class="n">pix_square_size</span> <span class="o">*</span> <span class="n">x</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span>
<span class="p">(</span><span class="n">pix_square_size</span> <span class="o">*</span> <span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">window_size</span><span class="p">),</span>
<span class="n">width</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_mode</span> <span class="o">==</span> <span class="s2">&quot;human&quot;</span><span class="p">:</span>
<span class="c1"># The following line copies our drawings from `canvas` to the visible window</span>
<span class="bp">self</span><span class="o">.</span><span class="n">window</span><span class="o">.</span><span class="n">blit</span><span class="p">(</span><span class="n">canvas</span><span class="p">,</span> <span class="n">canvas</span><span class="o">.</span><span class="n">get_rect</span><span class="p">())</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">event</span><span class="o">.</span><span class="n">pump</span><span class="p">()</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">update</span><span class="p">()</span>
<span class="c1"># We need to ensure that human-rendering occurs at the predefined framerate.</span>
<span class="c1"># The following line will automatically add a delay to keep the framerate stable.</span>
<span class="bp">self</span><span class="o">.</span><span class="n">clock</span><span class="o">.</span><span class="n">tick</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metadata</span><span class="p">[</span><span class="s2">&quot;render_fps&quot;</span><span class="p">])</span>
<span class="k">else</span><span class="p">:</span> <span class="c1"># rgb_array</span>
<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span>
<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">pygame</span><span class="o">.</span><span class="n">surfarray</span><span class="o">.</span><span class="n">pixels3d</span><span class="p">(</span><span class="n">canvas</span><span class="p">)),</span> <span class="n">axes</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="p">)</span>
</pre></div>
</div>
</section>
<section id="close">
<h3>Close<a class="headerlink" href="#close" title="Permalink to this heading">#</a></h3>
<p>The <code class="docutils literal notranslate"><span class="pre">close</span></code> method should close any open resources that were used by
the environment. In many cases, you don’t actually have to bother to
implement this method. However, in our example <code class="docutils literal notranslate"><span class="pre">render_mode</span></code> may be
<code class="docutils literal notranslate"><span class="pre">&quot;human&quot;</span></code> and we might need to close the window that has been opened:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">close</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">window</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">quit</span><span class="p">()</span>
<span class="n">pygame</span><span class="o">.</span><span class="n">quit</span><span class="p">()</span>
</pre></div>
</div>
<p>In other environments <code class="docutils literal notranslate"><span class="pre">close</span></code> might also close files that were opened
or release other resources. You shouldn’t interact with the environment
after having called <code class="docutils literal notranslate"><span class="pre">close</span></code>.</p>
</section>
</section>
<section id="registering-envs">
<h2>Registering Envs<a class="headerlink" href="#registering-envs" title="Permalink to this heading">#</a></h2>
<p>In order for the custom environments to be detected by Gymnasium, they
must be registered as follows. We will choose to put this code in
<code class="docutils literal notranslate"><span class="pre">gym-examples/gym_examples/__init__.py</span></code>.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">gymnasium.envs.registration</span> <span class="kn">import</span> <span class="n">register</span>
<span class="n">register</span><span class="p">(</span>
<span class="nb">id</span><span class="o">=</span><span class="s2">&quot;gym_examples/GridWorld-v0&quot;</span><span class="p">,</span>
<span class="n">entry_point</span><span class="o">=</span><span class="s2">&quot;gym_examples.envs:GridWorldEnv&quot;</span><span class="p">,</span>
<span class="n">max_episode_steps</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span>
<span class="p">)</span>
</pre></div>
</div>
<p>The environment ID consists of three components, two of which are
optional: an optional namespace (here: <code class="docutils literal notranslate"><span class="pre">gym_examples</span></code>), a mandatory
name (here: <code class="docutils literal notranslate"><span class="pre">GridWorld</span></code>) and an optional but recommended version
(here: v0). It might have also been registered as <code class="docutils literal notranslate"><span class="pre">GridWorld-v0</span></code> (the
recommended approach), <code class="docutils literal notranslate"><span class="pre">GridWorld</span></code> or <code class="docutils literal notranslate"><span class="pre">gym_examples/GridWorld</span></code>, and
the appropriate ID should then be used during environment creation.</p>
<p>The keyword argument <code class="docutils literal notranslate"><span class="pre">max_episode_steps=300</span></code> will ensure that
GridWorld environments that are instantiated via <code class="docutils literal notranslate"><span class="pre">gymnasium.make</span></code> will
be wrapped in a <code class="docutils literal notranslate"><span class="pre">TimeLimit</span></code> wrapper (see <a class="reference external" href="/api/wrappers">the wrapper
documentation</a> for more information). A done signal
will then be produced if the agent has reached the target <em>or</em> 300 steps
have been executed in the current episode. To distinguish truncation and
termination, you can check <code class="docutils literal notranslate"><span class="pre">info[&quot;TimeLimit.truncated&quot;]</span></code>.</p>
<p>Apart from <code class="docutils literal notranslate"><span class="pre">id</span></code> and <code class="docutils literal notranslate"><span class="pre">entrypoint</span></code>, you may pass the following
additional keyword arguments to <code class="docutils literal notranslate"><span class="pre">register</span></code>:</p>
<div class="table-wrapper docutils container">
<table class="docutils align-default">
<thead>
<tr class="row-odd"><th class="head"><p>Name</p></th>
<th class="head"><p>Type</p></th>
<th class="head"><p>Default</p></th>
<th class="head"><p>Description</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">reward_threshold</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">float</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">None</span></code></p></td>
<td><p>The reward threshold before the task is considered solved</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">nondeterministic</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">bool</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">False</span></code></p></td>
<td><p>Whether this environment is non-deterministic even after seeding</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">max_episode_steps</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">int</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">None</span></code></p></td>
<td><p>The maximum number of steps that an episode can consist of. If not <code class="docutils literal notranslate"><span class="pre">None</span></code>, a <code class="docutils literal notranslate"><span class="pre">TimeLimit</span></code> wrapper is added</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">order_enforce</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">bool</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">True</span></code></p></td>
<td><p>Whether to wrap the environment in an <code class="docutils literal notranslate"><span class="pre">OrderEnforcing</span></code> wrapper</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">autoreset</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">bool</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">False</span></code></p></td>
<td><p>Whether to wrap the environment in an <code class="docutils literal notranslate"><span class="pre">AutoResetWrapper</span></code></p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">kwargs</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">dict</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">{}</span></code></p></td>
<td><p>The default kwargs to pass to the environment class</p></td>
</tr>
</tbody>
</table>
</div>
<p>Most of these keywords (except for <code class="docutils literal notranslate"><span class="pre">max_episode_steps</span></code>,
<code class="docutils literal notranslate"><span class="pre">order_enforce</span></code> and <code class="docutils literal notranslate"><span class="pre">kwargs</span></code>) do not alter the behavior of
environment instances but merely provide some extra information about
your environment. After registration, our custom <code class="docutils literal notranslate"><span class="pre">GridWorldEnv</span></code>
environment can be created with
<code class="docutils literal notranslate"><span class="pre">env</span> <span class="pre">=</span> <span class="pre">gymnasium.make('gym_examples/GridWorld-v0')</span></code>.</p>
<p><code class="docutils literal notranslate"><span class="pre">gym-examples/gym_examples/envs/__init__.py</span></code> should have:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">gym_examples.envs.grid_world</span> <span class="kn">import</span> <span class="n">GridWorldEnv</span>
</pre></div>
</div>
<p>If your environment is not registered, you may optionally pass a module
to import, that would register your environment before creating it like
this - <code class="docutils literal notranslate"><span class="pre">env</span> <span class="pre">=</span> <span class="pre">gymnasium.make('module:Env-v0')</span></code>, where <code class="docutils literal notranslate"><span class="pre">module</span></code>
contains the registration code. For the GridWorld env, the registration
code is run by importing <code class="docutils literal notranslate"><span class="pre">gym_examples</span></code> so if it were not possible to
import gym_examples explicitly, you could register while making by
<code class="docutils literal notranslate"><span class="pre">env</span> <span class="pre">=</span> <span class="pre">gymnasium.make('gym_examples:gym_examples/GridWorld-v0)</span></code>. This
is especially useful when you’re allowed to pass only the environment ID
into a third-party codebase (eg. learning library). This lets you
register your environment without needing to edit the library’s source
code.</p>
</section>
<section id="creating-a-package">
<h2>Creating a Package<a class="headerlink" href="#creating-a-package" title="Permalink to this heading">#</a></h2>
<p>The last step is to structure our code as a Python package. This
involves configuring <code class="docutils literal notranslate"><span class="pre">gym-examples/setup.py</span></code>. A minimal example of how
to do so is as follows:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">setuptools</span> <span class="kn">import</span> <span class="n">setup</span>
<span class="n">setup</span><span class="p">(</span>
<span class="n">name</span><span class="o">=</span><span class="s2">&quot;gym_examples&quot;</span><span class="p">,</span>
<span class="n">version</span><span class="o">=</span><span class="s2">&quot;0.0.1&quot;</span><span class="p">,</span>
<span class="n">install_requires</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;gymnasium==0.26.0&quot;</span><span class="p">,</span> <span class="s2">&quot;pygame==2.1.0&quot;</span><span class="p">],</span>
<span class="p">)</span>
</pre></div>
</div>
</section>
<section id="creating-environment-instances">
<h2>Creating Environment Instances<a class="headerlink" href="#creating-environment-instances" title="Permalink to this heading">#</a></h2>
<p>After you have installed your package locally with
<code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">-e</span> <span class="pre">gym-examples</span></code>, you can create an instance of the
environment via:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">gym_examples</span>
<span class="n">env</span> <span class="o">=</span> <span class="n">gymnasium</span><span class="o">.</span><span class="n">make</span><span class="p">(</span><span class="s1">&#39;gym_examples/GridWorld-v0&#39;</span><span class="p">)</span>
</pre></div>
</div>
<p>You can also pass keyword arguments of your environment’s constructor to
<code class="docutils literal notranslate"><span class="pre">gymnasium.make</span></code> to customize the environment. In our case, we could
do:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">env</span> <span class="o">=</span> <span class="n">gymnasium</span><span class="o">.</span><span class="n">make</span><span class="p">(</span><span class="s1">&#39;gym_examples/GridWorld-v0&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
</pre></div>
</div>
<p>Sometimes, you may find it more convenient to skip registration and call
the environment’s constructor yourself. Some may find this approach more
pythonic and environments that are instantiated like this are also
perfectly fine (but remember to add wrappers as well!).</p>
</section>
<section id="using-wrappers">
<h2>Using Wrappers<a class="headerlink" href="#using-wrappers" title="Permalink to this heading">#</a></h2>
<p>Oftentimes, we want to use different variants of a custom environment,
or we want to modify the behavior of an environment that is provided by
Gymnasium or some other party. Wrappers allow us to do this without
changing the environment implementation or adding any boilerplate code.
Check out the <a class="reference external" href="/api/wrappers/">wrapper documentation</a> for details on
how to use wrappers and instructions for implementing your own. In our
example, observations cannot be used directly in learning code because
they are dictionaries. However, we don’t actually need to touch our
environment implementation to fix this! We can simply add a wrapper on
top of environment instances to flatten observations into a single
array:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">gym_examples</span>
<span class="kn">from</span> <span class="nn">gymnasium.wrappers</span> <span class="kn">import</span> <span class="n">FlattenObservation</span>
<span class="n">env</span> <span class="o">=</span> <span class="n">gymnasium</span><span class="o">.</span><span class="n">make</span><span class="p">(</span><span class="s1">&#39;gym_examples/GridWorld-v0&#39;</span><span class="p">)</span>
<span class="n">wrapped_env</span> <span class="o">=</span> <span class="n">FlattenObservation</span><span class="p">(</span><span class="n">env</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">wrapped_env</span><span class="o">.</span><span class="n">reset</span><span class="p">())</span> <span class="c1"># E.g. [3 0 3 3], {}</span>
</pre></div>
</div>
<p>Wrappers have the big advantage that they make environments highly
modular. For instance, instead of flattening the observations from
GridWorld, you might only want to look at the relative position of the
target and the agent. In the section on
<a class="reference external" href="/api/wrappers/#observationwrapper">ObservationWrappers</a> we have
implemented a wrapper that does this job. This wrapper is also available
in gym-examples:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">gym_examples</span>
<span class="kn">from</span> <span class="nn">gym_examples.wrappers</span> <span class="kn">import</span> <span class="n">RelativePosition</span>
<span class="n">env</span> <span class="o">=</span> <span class="n">gymnasium</span><span class="o">.</span><span class="n">make</span><span class="p">(</span><span class="s1">&#39;gym_examples/GridWorld-v0&#39;</span><span class="p">)</span>
<span class="n">wrapped_env</span> <span class="o">=</span> <span class="n">RelativePosition</span><span class="p">(</span><span class="n">env</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">wrapped_env</span><span class="o">.</span><span class="n">reset</span><span class="p">())</span> <span class="c1"># E.g. [-3 3], {}</span>
</pre></div>
</div>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-gymnasium-basics-environment-creation-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../../_downloads/56585a5841cc0f2c5a3dea777f5b14f0/environment_creation.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">environment_creation.py</span></code></a></p>
</div>
<div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
<p><a class="reference download internal" download="" href="../../../_downloads/0f28446f9f426c9833f40d61857a6f21/environment_creation.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">environment_creation.ipynb</span></code></a></p>
</div>
</div>
</section>
</section>
</article>
</div>
<footer>
<div class="related-pages">
<a class="next-page" href="../vector_envs_tutorial/">
<div class="page-info">
<div class="context">
<span>Next</span>
</div>
<div class="title">Training A2C with Vector Envs and Domain Randomization</div>
</div>
<svg class="furo-related-icon">
<use href="#svg-arrow-right"></use>
</svg>
</a>
<a class="prev-page" href="../implementing_custom_wrappers/">
<svg class="furo-related-icon">
<use href="#svg-arrow-right"></use>
</svg>
<div class="page-info">
<div class="context">
<span>Previous</span>
</div>
<div class="title">Implementing Custom Wrappers</div>
</div>
</a>
</div>
<div class="bottom-of-page">
<div class="left-details">
<div class="copyright">
Copyright &#169; 2022 Farama Foundation
</div>
<!--
Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
<a href="https://github.com/pradyunsg/furo">Furo</a>
-->
</div>
<div class="right-details">
<div class="icons">
</div>
</div>
</div>
</footer>
</div>
<aside class="toc-drawer">
<div class="toc-sticky toc-scroll">
<div class="toc-title-container">
<span class="toc-title">
On this page
</span>
</div>
<div class="toc-tree-container">
<div class="toc-tree">
<ul>
<li><a class="reference internal" href="#">Make your own custom environment</a><ul>
<li><a class="reference internal" href="#subclassing-gymnasium-env">Subclassing gymnasium.Env</a><ul>
<li><a class="reference internal" href="#declaration-and-initialization">Declaration and Initialization</a></li>
<li><a class="reference internal" href="#constructing-observations-from-environment-states">Constructing Observations From Environment States</a></li>
<li><a class="reference internal" href="#reset">Reset</a></li>
<li><a class="reference internal" href="#step">Step</a></li>
<li><a class="reference internal" href="#rendering">Rendering</a></li>
<li><a class="reference internal" href="#close">Close</a></li>
</ul>
</li>
<li><a class="reference internal" href="#registering-envs">Registering Envs</a></li>
<li><a class="reference internal" href="#creating-a-package">Creating a Package</a></li>
<li><a class="reference internal" href="#creating-environment-instances">Creating Environment Instances</a></li>
<li><a class="reference internal" href="#using-wrappers">Using Wrappers</a></li>
</ul>
</li>
</ul>
</div>
</div>
</div>
</aside>
</div>
</div>
</div>
<script>
const toggleMenu = () => {
const menuBtn = document.querySelector(".farama-header-menu__btn");
const menuContainer = document.querySelector(".farama-header-menu-container");
if (document.querySelector(".farama-header-menu").classList.contains("active")) {
menuBtn.setAttribute("aria-expanded", "false");
menuContainer.setAttribute("aria-hidden", "true");
} else {
menuBtn.setAttribute("aria-expanded", "true");
menuContainer.setAttribute("aria-hidden", "false");
}
document.querySelector(".farama-header-menu").classList.toggle("active");
}
document.querySelector(".farama-header-menu__btn").addEventListener("click", toggleMenu);
document.getElementById("farama-close-menu").addEventListener("click", toggleMenu);
</script>
<script>
(() => {
if (!localStorage.getItem("shownCookieAlert")) {
const boxElem = document.createElement("div");
boxElem.classList.add("cookie-alert");
const containerElem = document.createElement("div");
containerElem.classList.add("cookie-alert__container");
const textElem = document.createElement("p");
textElem.innerHTML = `This page uses <a href="https://analytics.google.com/">
Google Analytics</a> to collect statistics. You can disable it by blocking
the JavaScript coming from www.google-analytics.com.`;
containerElem.appendChild(textElem);
const closeBtn = document.createElement("button");
closeBtn.innerHTML = `<?xml version="1.0" ?><svg viewBox="0 0 32 32" xmlns="http://www.w3.org/2000/svg"><defs><style>.cls-1{fill:none;stroke:#000;stroke-linecap:round;stroke-linejoin:round;stroke-width:2px;}</style></defs><title/><g id="cross"><line class="cls-1" x1="7" x2="25" y1="7" y2="25"/><line class="cls-1" x1="7" x2="25" y1="25" y2="7"/></g></svg>`
closeBtn.onclick = () => {
localStorage.setItem("shownCookieAlert", "true");
boxElem.style.display = "none";
}
containerElem.appendChild(closeBtn);
boxElem.appendChild(containerElem);
document.body.appendChild(boxElem);
}
})()
</script>
<script async src="https://www.googletagmanager.com/gtag/js?id=G-6H9C8TWXZ8"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-6H9C8TWXZ8');
</script>
<script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/sphinx_highlight.js"></script>
<script src="../../../_static/scripts/furo.js"></script>
<script>
const createCORSRequest = (method, url) => {
let xhr = new XMLHttpRequest();
xhr.responseType = 'json';
if ("withCredentials" in xhr) {
xhr.open(method, url, true);
} else if (typeof XDomainRequest != "undefined") {
// IE8 & IE9
xhr = new XDomainRequest();
xhr.open(method, url);
} else {
// CORS not supported.
xhr = null;
}
return xhr;
};
const url = 'https://farama.org/api/projects.json';
const imagesBasepath = "https://farama.org/assets/images"
const method = 'GET';
let xhr = createCORSRequest(method, url);
xhr.onload = () => {
const jsonResponse = xhr.response;
const sections = {
"Documentation": [],
"Mature Projects": [],
"Incubating Projects": [],
"Foundation": [
{
name: "About",
link: "https://farama.org/about"
},
{
name: "Standards",
link: "https://farama.org/project_standards",
},
{
name: "Donate",
link: "https://farama.org/donations"
}
]
}
Object.keys(jsonResponse).forEach(key => {
projectJson = jsonResponse[key];
if (projectJson.website !== null) {
projectJson.link = projectJson.website;
sections["Documentation"].push(projectJson)
} else if (projectJson.type == "mature") {
projectJson.link = projectJson.github;
sections["Mature Projects"].push(projectJson)
} else {
projectJson.link = projectJson.github;
sections["Incubating Projects"].push(projectJson)
}
})
const menuContainer = document.querySelector(".farama-header-menu__body");
Object.keys(sections).forEach((key, i) => {
projects = sections[key];
const sectionElem = Object.assign(
document.createElement('div'), {
className:'farama-header-menu__section',
style: "padding-left: 24px"
}
)
sectionElem.appendChild(Object.assign(document.createElement('span'),
{
className:'farama-header-menu__section-title' ,
innerText: key
}
))
const ulElem = Object.assign(document.createElement('ul'),
{
className:'farama-header-menu-list',
}
)
for (let project of projects) {
const liElem = document.createElement("li");
const aElem = Object.assign(document.createElement("a"),
{
href: project.link
}
);
liElem.appendChild(aElem);
if (key !== "Foundation") {
const imgElem = Object.assign(document.createElement("img"),
{
src: project.image ? imagesBasepath + project.image : imagesBasepath + "/farama_black.svg",
alt: `${project.name} logo`,
className: "farama-black-logo-invert"
}
);
aElem.appendChild(imgElem);
}
aElem.appendChild(document.createTextNode(project.name));
ulElem.appendChild(liElem);
}
sectionElem.appendChild(ulElem);
menuContainer.appendChild(sectionElem)
});
}
xhr.onerror = function() {
console.error("Unable to load projects");
};
xhr.send();
</script>
<script>
const versioningConfig = {
githubUser: 'Farama-Foundation',
githubRepo: 'Gymnasium',
};
fetch('/main/_static/versioning/versioning_menu.html').then(response => {
if (response.status === 200) {
response.text().then(text => {
const container = document.createElement("div");
container.innerHTML = text;
document.querySelector("body").appendChild(container);
// innerHtml doenst evaluate scripts, we need to add them dynamically
Array.from(container.querySelectorAll("script")).forEach(oldScript => {
const newScript = document.createElement("script");
Array.from(oldScript.attributes).forEach(attr => newScript.setAttribute(attr.name, attr.value));
newScript.appendChild(document.createTextNode(oldScript.innerHTML));
oldScript.parentNode.replaceChild(newScript, oldScript);
});
});
} else {
console.warn("Unable to load versioning menu", response);
}
});
</script>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink