openenv/pr_788/en/_app/immutable/nodes/27.7b6abaed.js

import{s as zn,n as Dn,o as qn}from"../chunks/scheduler.2b22cead.js";import{S as Kn,i as ei,e as c,s as i,c as a,h as li,a as T,d as t,b as s,f as Pn,g as p,j as y,k as nn,l as ti,m as n,n as o,t as r,o as m,p as M}from"../chunks/index.1a0e8013.js";import{C as ni,H as w,E as ii}from"../chunks/MermaidChart.svelte_svelte_type_style_lang.4dc233aa.js";import{C as g}from"../chunks/CodeBlock.2ace8102.js";function si(sn){let d,ml,ol,Ml,f,cl,U,Tl,J,an='Integration of OpenSpiel games with the OpenEnv framework. <a href="https://github.com/google-deepmind/open_spiel" rel="nofollow">OpenSpiel</a> is DeepMind’s collection of 70+ game environments for RL research.',yl,$,wl,b,pn="This environment supports 6 games across different categories:",gl,v,dl,j,on="<li><strong>Catch</strong> - Move horizontally to catch a falling ball</li> <li><strong>Cliff Walking</strong> - Navigate grid without falling off cliff (Sutton &amp; Barto benchmark)</li> <li><strong>2048</strong> - Classic tile-merging puzzle game</li> <li><strong>Blackjack</strong> - Simplified blackjack (HIT/STAND only)</li>",ul,h,fl,u,rn="<li><strong>Tic-Tac-Toe</strong> - Classic 3x3 game</li> <li><strong>Kuhn Poker</strong> - 2-player simplified poker (game theory benchmark)</li>",Ul,I,Jl,C,mn="The simplest way to use the OpenSpiel environment is through the <code>OpenSpielEnv</code> class:",$l,B,bl,W,Mn="That’s it! The <code>OpenSpielEnv.from_docker_image()</code> method handles:",vl,Z,cn="<li>Starting the Docker container</li> <li>Waiting for the server to be ready</li> <li>Connecting to the environment</li> <li>Container cleanup when you call <code>close()</code></li>",jl,S,hl,E,Tn="OpenSpiel requires compilation from C++ source. The Docker build uses a <strong>pre-built base image</strong> by default to avoid long build times.",Il,G,Cl,k,yn="From the <strong>environment directory</strong> (<code>envs/openspiel_env/</code>):",Bl,A,Wl,N,wn="This uses the pre-built <code>ghcr.io/meta-pytorch/openenv-openspiel-base</code> image which already contains compiled OpenSpiel.",Zl,V,Sl,L,gn="If you need to customize OpenSpiel or can’t access the pre-built image:",El,_,Gl,F,kl,R,dn="You can easily deploy your OpenEnv environment to Hugging Face Spaces using the <code>openenv push</code> command:",Al,x,Nl,X,un="The <code>openenv push</code> command will:",Vl,Q,fn="<li>Validate that the directory is an OpenEnv environment (checks for <code>openenv.yaml</code>)</li> <li>Prepare a custom build for Hugging Face Docker space (enables web interface)</li> <li>Upload to Hugging Face (ensuring you’re logged in)</li>",Ll,O,_l,H,Un="<li>Authenticate with Hugging Face: The command will prompt for login if not already authenticated</li>",Fl,Y,Rl,P,Jn="<li><code>--directory</code>, <code>-d</code>: Directory containing the OpenEnv environment (defaults to current directory)</li> <li><code>--repo-id</code>, <code>-r</code>: Repository ID in format ‘username/repo-name’ (defaults to ‘username/env-name’ from openenv.yaml)</li> <li><code>--base-image</code>, <code>-b</code>: Base Docker image to use (overrides Dockerfile FROM)</li> <li><code>--private</code>: Deploy the space as private (default: public)</li> <li><code>--env-var</code>, <code>-e</code>: Public Space variable as <code>KEY=VALUE</code> (repeatable). Overrides matching keys from <code>variables:</code> in openenv.yaml.</li> <li><code>--secret</code>: Private Space secret as <code>KEY=VALUE</code> (repeatable). Value is never logged.</li>",xl,z,$n=`Space variables and secrets are only applied on direct Hugging Face Space
pushes. They are not supported with <code>--registry</code>, and they cannot be staged via
<code>--create-pr</code>.`,Xl,D,Ql,q,Ol,K,Hl,ee,bn=`Public variables that your server reads (e.g. <code>OPENSPIEL_GAME</code>) can be declared
in <code>openenv.yaml</code> and will be set automatically on each <code>openenv push</code>:`,Yl,le,Pl,te,vn=`CLI <code>-e</code> overrides any matching key from the yaml. Secrets are <strong>never</strong> put in
<code>openenv.yaml</code> — only on the CLI via <code>--secret KEY=VALUE</code>.`,zl,ne,jn=`After deployment, your space will be available at:
<code>https://huggingface.co/spaces/&lt;repo-id&gt;</code>`,Dl,ie,hn="The deployed space includes:",ql,se,In="<li><strong>Web Interface</strong> at <code>/web</code> - Interactive UI for exploring the environment</li> <li><strong>API Documentation</strong> at <code>/docs</code> - Full OpenAPI/Swagger interface</li> <li><strong>Health Check</strong> at <code>/health</code> - Container health monitoring</li>",Kl,ae,Cn="<p><strong>Note</strong>: The default Dockerfile uses a pre-built base image with OpenSpiel already compiled, so deployment is fast and works with standard CPU hardware. If you build your own base image, compilation requires more resources and time.</p>",et,pe,lt,oe,tt,re,nt,me,it,Me,Bn="<strong>OpenSpielAction</strong>: Contains the action to take",st,ce,Wn="<li><code>action_id</code> (int) - Action ID to execute</li> <li><code>game_name</code> (str) - Game name (default: “catch”)</li> <li><code>game_params</code> (Dict) - Optional game parameters</li>",at,Te,pt,ye,Zn="<strong>OpenSpielObservation</strong>: Contains the game state",ot,we,Sn="<li><code>info_state</code> (List[float]) - Agent’s information state vector</li> <li><code>legal_actions</code> (List[int]) - Legal action IDs</li> <li><code>game_phase</code> (str) - “initial”, “playing”, or “terminal”</li> <li><code>current_player_id</code> (int) - Current player (-1 for simultaneous)</li> <li><code>opponent_last_action</code> (Optional[int]) - Last opponent action</li> <li><code>done</code> (bool) - Whether the episode has ended</li> <li><code>reward</code> (Optional[float]) - Reward for the last action</li>",rt,ge,mt,de,En="<strong>OpenSpielState</strong>: Server-side state snapshot",Mt,ue,Gn="<li><code>episode_id</code> (str) - Unique identifier for the current episode</li> <li><code>step_count</code> (int) - Number of steps taken</li> <li><code>game_name</code> (str) - Game name</li> <li><code>agent_player</code> (int) - Agent’s player ID</li> <li><code>opponent_policy</code> (str) - Opponent policy name</li> <li><code>num_players</code> (int) - Total players</li>",ct,fe,Tt,Ue,yt,Je,kn=`<li><code>OPENSPIEL_GAME</code>: Game name (default: “catch”)</li> <li><code>OPENSPIEL_AGENT_PLAYER</code>: Player ID for agent (default: 0)</li> <li><code>OPENSPIEL_OPPONENT_POLICY</code>: Opponent policy for multi-player games
<ul><li><code>random</code>: Uniform random (default)</li> <li><code>first</code>: Always picks first legal action</li> <li><code>last</code>: Always picks last legal action</li></ul></li>`,wt,$e,gt,be,dt,ve,ut,je,ft,he,An="If you already have an OpenSpiel environment server running:",Ut,Ie,Jt,Ce,$t,Be,bt,We,vt,Ze,jt,Se,Nn="<li><strong>Type</strong>: Single-player</li> <li><strong>Action Space</strong>: 3 actions (left, stay, right)</li> <li><strong>Observation</strong>: 5x5 grid flattened (25 dimensions)</li> <li><strong>Reward</strong>: +1 for catching ball, 0 otherwise</li> <li><strong>Episode Length</strong>: ~10 steps</li>",ht,Ee,It,Ge,Vn="<li><strong>Type</strong>: 2-player turn-based, perfect information</li> <li><strong>Players</strong>: Agent (X) vs Random Bot (O)</li> <li><strong>Action Space</strong>: 9 positions</li> <li><strong>Observation</strong>: 27 dimensions (3x3 board + game state)</li> <li><strong>Reward</strong>: +1 win, -1 loss, 0 draw/mid-game</li>",Ct,ke,Bt,Ae,Ln="<li><strong>Type</strong>: 2-player turn-based, imperfect information</li> <li><strong>Players</strong>: Agent vs Random Bot</li> <li><strong>Action Space</strong>: 2 actions (pass/fold, bet/call)</li> <li><strong>Observation</strong>: 6 dimensions (card + betting history)</li> <li><strong>Reward</strong>: Pot winnings (typically -1, 0, +1, +2)</li> <li><strong>Notes</strong>: THE benchmark for imperfect-information RL</li>",Wt,Ne,Zt,Ve,_n="<li><strong>Type</strong>: Single-player grid world</li> <li><strong>Action Space</strong>: 4 actions (up, down, left, right)</li> <li><strong>Observation</strong>: Position encoding</li> <li><strong>Reward</strong>: -1 per step, -100 for falling off cliff</li> <li><strong>Notes</strong>: Classic RL benchmark from Sutton &amp; Barto</li>",St,Le,Et,_e,Fn="<li><strong>Type</strong>: Single-player puzzle</li> <li><strong>Action Space</strong>: 4 actions (up, down, left, right)</li> <li><strong>Observation</strong>: 4x4 grid with tile values</li> <li><strong>Reward</strong>: Points from merging tiles</li> <li><strong>Notes</strong>: Stochastic tile spawning</li>",Gt,Fe,kt,Re,Rn="<li><strong>Type</strong>: Single-player vs dealer</li> <li><strong>Action Space</strong>: 2 actions (HIT, STAND)</li> <li><strong>Observation</strong>: Player hand + dealer’s visible card</li> <li><strong>Reward</strong>: +1 win, -1 loss, 0 draw</li> <li><strong>Notes</strong>: Simplified version, no double/split</li>",At,xe,Nt,Xe,Vt,Qe,xn="Test the environment logic directly without starting the HTTP server (requires OpenSpiel installed locally):",Lt,Oe,_t,He,Ft,Ye,Xn="Run the server locally for development (requires OpenSpiel installed):",Rt,Pe,xt,ze,Qn="Or using the CLI entry point:",Xt,De,Qt,qe,Ot,Ke,Ht,el,On="This script will build and test all 6 supported games in Docker.",Yt,ll,Pt,tl,zt,nl,Dt,il,Hn="<li><strong>Simultaneous-move games</strong>: Only agent_player=0 supported</li> <li><strong>Multi-agent training</strong>: Single agent only (no self-play yet)</li> <li><strong>Opponent policies</strong>: Random and fixed only (no MCTS yet)</li> <li><strong>Build time</strong>: Building your own base image takes ~30-60 min (compiles OpenSpiel C++). Using the pre-built image is fast (~1-2 min) and works with standard hardware.</li>",qt,sl,Kt,al,Yn='<li><a href="https://arxiv.org/abs/1908.09453" rel="nofollow">OpenSpiel Paper (2019)</a></li> <li><a href="https://github.com/google-deepmind/open_spiel" rel="nofollow">OpenSpiel GitHub</a></li> <li><a href="https://openspiel.readthedocs.io/" rel="nofollow">OpenSpiel Documentation</a></li>',en,pl,ln,rl,tn;return f=new ni({props:{containerStyle:"float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"}}),U=new w({props:{title:"OpenSpiel Environment",local:"openspiel-environment",headingTag:"h1"}}),$=new w({props:{title:"Supported Games",local:"supported-games",headingTag:"h2"}}),v=new w({props:{title:"Single-Player Games (No Opponent)",local:"single-player-games-no-opponent",headingTag:"h3"}}),h=new w({props:{title:"Multi-Player Games (with Bot Opponent)",local:"multi-player-games-with-bot-opponent",headingTag:"h3"}}),I=new w({props:{title:"Quick Start",local:"quick-start",headingTag:"h2"}}),B=new g({props:{code:"ZnJvbSUyMG9wZW5zcGllbF9lbnYlMjBpbXBvcnQlMjBPcGVuU3BpZWxFbnYlMkMlMjBPcGVuU3BpZWxBY3Rpb24lMEElMEF0cnklM0ElMEElMjAlMjAlMjAlMjAlMjMlMjBDcmVhdGUlMjBlbnZpcm9ubWVudCUyMGZyb20lMjBEb2NrZXIlMjBpbWFnZSUwQSUyMCUyMCUyMCUyMGVudiUyMCUzRCUyME9wZW5TcGllbEVudi5mcm9tX2RvY2tlcl9pbWFnZSglMjJvcGVuc3BpZWwtZW52JTNBbGF0ZXN0JTIyKSUwQSUwQSUyMCUyMCUyMCUyMCUyMyUyMFJlc2V0JTIwdG8lMjBzdGFydCUyMGElMjBuZXclMjBlcGlzb2RlJTBBJTIwJTIwJTIwJTIwcmVzdWx0JTIwJTNEJTIwZW52LnJlc2V0KCklMEElMjAlMjAlMjAlMjBwcmludChmJTIySW5pdGlhbCUyMHN0YXRlJTNBJTIwJTdCcmVzdWx0Lm9ic2VydmF0aW9uLmluZm9fc3RhdGUlN0QlMjIpJTBBJTIwJTIwJTIwJTIwcHJpbnQoZiUyMkxlZ2FsJTIwYWN0aW9ucyUzQSUyMCU3QnJlc3VsdC5vYnNlcnZhdGlvbi5sZWdhbF9hY3Rpb25zJTdEJTIyKSUwQSUwQSUyMCUyMCUyMCUyMCUyMyUyMFBsYXklMjB1bnRpbCUyMGRvbmUlMEElMjAlMjAlMjAlMjB3aGlsZSUyMG5vdCUyMHJlc3VsdC5kb25lJTNBJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwYWN0aW9uX2lkJTIwJTNEJTIwcmVzdWx0Lm9ic2VydmF0aW9uLmxlZ2FsX2FjdGlvbnMlNUIwJTVEJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwcmVzdWx0JTIwJTNEJTIwZW52LnN0ZXAoT3BlblNwaWVsQWN0aW9uKGFjdGlvbl9pZCUzRGFjdGlvbl9pZCkpJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwcHJpbnQoZiUyMlJld2FyZCUzQSUyMCU3QnJlc3VsdC5yZXdhcmQlN0QlMkMlMjBEb25lJTNBJTIwJTdCcmVzdWx0LmRvbmUlN0QlMjIpJTBBJTBBZmluYWxseSUzQSUwQSUyMCUyMCUyMCUyMCUyMyUyMEFsd2F5cyUyMGNsZWFuJTIwdXAlMEElMjAlMjAlMjAlMjBlbnYuY2xvc2UoKQ==",highlighted:`<span class="hljs-keyword">from</span> openspiel_env <span class="hljs-keyword">import</span> OpenSpielEnv, OpenSpielAction

<span class="hljs-keyword">try</span>:
    <span class="hljs-comment"># Create environment from Docker image</span>
    env = OpenSpielEnv.from_docker_image(<span class="hljs-string">&quot;openspiel-env:latest&quot;</span>)

    <span class="hljs-comment"># Reset to start a new episode</span>
    result = env.reset()
    <span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;Initial state: <span class="hljs-subst">{result.observation.info_state}</span>&quot;</span>)
    <span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;Legal actions: <span class="hljs-subst">{result.observation.legal_actions}</span>&quot;</span>)

    <span class="hljs-comment"># Play until done</span>
    <span class="hljs-keyword">while</span> <span class="hljs-keyword">not</span> result.done:
        action_id = result.observation.legal_actions[<span class="hljs-number">0</span>]
        result = env.step(OpenSpielAction(action_id=action_id))
        <span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;Reward: <span class="hljs-subst">{result.reward}</span>, Done: <span class="hljs-subst">{result.done}</span>&quot;</span>)

<span class="hljs-keyword">finally</span>:
    <span class="hljs-comment"># Always clean up</span>
    env.close()`,lang:"python",wrap:!1}}),S=new w({props:{title:"Building the Docker Image",local:"building-the-docker-image",headingTag:"h2"}}),G=new w({props:{title:"Default Build (Recommended)",local:"default-build-recommended",headingTag:"h3"}}),A=new g({props:{code:"JTIzJTIwVXNlcyUyMHByZS1idWlsdCUyMGJhc2UlMjBpbWFnZSUyMGZyb20lMjBHSENSJTIwKGZhc3QlMkMlMjB+MS0yJTIwbWluKSUwQWRvY2tlciUyMGJ1aWxkJTIwLXQlMjBvcGVuc3BpZWwtZW52JTNBbGF0ZXN0JTIwLWYlMjBzZXJ2ZXIlMkZEb2NrZXJmaWxlJTIwLg==",highlighted:`<span class="hljs-comment"># Uses pre-built base image from GHCR (fast, ~1-2 min)</span>
docker build -t openspiel-env:latest -f server/Dockerfile .`,lang:"bash",wrap:!1}}),V=new w({props:{title:"Building Your Own Base Image (Optional)",local:"building-your-own-base-image-optional",headingTag:"h3"}}),_=new g({props:{code:"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",highlighted:`<span class="hljs-comment"># Step 1: Build the base image (compiles OpenSpiel, ~30-60 min)</span>
docker build -t openspiel-base:latest -f server/Dockerfile.openspiel-base .

<span class="hljs-comment"># Step 2: Build the environment using your local base image</span>
docker build -t openspiel-env:latest \\
  --build-arg OPENSPIEL_BASE_IMAGE=openspiel-base:latest \\
  -f server/Dockerfile .`,lang:"bash",wrap:!1}}),F=new w({props:{title:"Deploying to Hugging Face Spaces",local:"deploying-to-hugging-face-spaces",headingTag:"h2"}}),x=new g({props:{code:"JTIzJTIwRnJvbSUyMHRoZSUyMGVudmlyb25tZW50JTIwZGlyZWN0b3J5JTIwKGVudnMlMkZvcGVuc3BpZWxfZW52JTJGKSUwQW9wZW5lbnYlMjBwdXNoJTBBJTBBJTIzJTIwT3IlMjBzcGVjaWZ5JTIwb3B0aW9ucyUwQW9wZW5lbnYlMjBwdXNoJTIwLS1uYW1lc3BhY2UlMjBteS1vcmclMjAtLXByaXZhdGU=",highlighted:`<span class="hljs-comment"># From the environment directory (envs/openspiel_env/)</span>
openenv push

<span class="hljs-comment"># Or specify options</span>
openenv push --namespace my-org --private`,lang:"bash",wrap:!1}}),O=new w({props:{title:"Prerequisites",local:"prerequisites",headingTag:"h3"}}),Y=new w({props:{title:"Options",local:"options",headingTag:"h3"}}),D=new w({props:{title:"Examples",local:"examples",headingTag:"h3"}}),q=new g({props:{code:"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",highlighted:`<span class="hljs-comment"># Push to your personal namespace (defaults to username/env-name from openenv.yaml)</span>
openenv push

<span class="hljs-comment"># Push to a specific repository</span>
openenv push --repo-id my-org/openspiel-env

<span class="hljs-comment"># Push as a private space</span>
openenv push --private

<span class="hljs-comment"># Combine options</span>
openenv push --repo-id my-org/openspiel-env --private

<span class="hljs-comment"># Select a game at push time (overrides variables: in openenv.yaml)</span>
openenv push -e OPENSPIEL_GAME=tic_tac_toe

<span class="hljs-comment"># Push with a private secret (not logged, stored encrypted in the Space)</span>
openenv push --secret OPENAI_API_KEY=sk-...`,lang:"bash",wrap:!1}}),K=new w({props:{title:"Declaring defaults in openenv.yaml",local:"declaring-defaults-in-openenvyaml",headingTag:"h3"}}),le=new g({props:{code:"dmFyaWFibGVzJTNBJTBBJTIwJTIwT1BFTlNQSUVMX0dBTUUlM0ElMjBjYXRjaA==",highlighted:`<span class="hljs-attr">variables:</span>
  <span class="hljs-attr">OPENSPIEL_GAME:</span> <span class="hljs-string">catch</span>`,lang:"yaml",wrap:!1}}),pe=new w({props:{title:"Running Specific Games",local:"running-specific-games",headingTag:"h2"}}),oe=new g({props:{code:"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",highlighted:`<span class="hljs-comment"># Catch (default)</span>
docker run -p 8000:8000 openspiel-env:latest

<span class="hljs-comment"># Tic-Tac-Toe with random opponent</span>
docker run -p 8000:8000 -e OPENSPIEL_GAME=tic_tac_toe openspiel-env:latest

<span class="hljs-comment"># Kuhn Poker</span>
docker run -p 8000:8000 -e OPENSPIEL_GAME=kuhn_poker openspiel-env:latest

<span class="hljs-comment"># 2048</span>
docker run -p 8000:8000 -e OPENSPIEL_GAME=2048 openspiel-env:latest

<span class="hljs-comment"># Blackjack</span>
docker run -p 8000:8000 -e OPENSPIEL_GAME=blackjack openspiel-env:latest

<span class="hljs-comment"># Cliff Walking</span>
docker run -p 8000:8000 -e OPENSPIEL_GAME=cliff_walking openspiel-env:latest`,lang:"bash",wrap:!1}}),re=new w({props:{title:"Environment Details",local:"environment-details",headingTag:"h2"}}),me=new w({props:{title:"Action",local:"action",headingTag:"h3"}}),Te=new w({props:{title:"Observation",local:"observation",headingTag:"h3"}}),ge=new w({props:{title:"State",local:"state",headingTag:"h3"}}),fe=new w({props:{title:"Configuration",local:"configuration",headingTag:"h2"}}),Ue=new w({props:{title:"Environment Variables",local:"environment-variables",headingTag:"h3"}}),$e=new w({props:{title:"Example: Tic-Tac-Toe with Fixed Opponent",local:"example-tic-tac-toe-with-fixed-opponent",headingTag:"h3"}}),be=new g({props:{code:"ZG9ja2VyJTIwcnVuJTIwLXAlMjA4MDAwJTNBODAwMCUyMCU1QyUwQSUyMCUyMC1lJTIwT1BFTlNQSUVMX0dBTUUlM0R0aWNfdGFjX3RvZSUyMCU1QyUwQSUyMCUyMC1lJTIwT1BFTlNQSUVMX09QUE9ORU5UX1BPTElDWSUzRGZpcnN0JTIwJTVDJTBBJTIwJTIwb3BlbnNwaWVsLWVudiUzQWxhdGVzdA==",highlighted:`docker run -p 8000:8000 \\
  -e OPENSPIEL_GAME=tic_tac_toe \\
  -e OPENSPIEL_OPPONENT_POLICY=first \\
  openspiel-env:latest`,lang:"bash",wrap:!1}}),ve=new w({props:{title:"Advanced Usage",local:"advanced-usage",headingTag:"h2"}}),je=new w({props:{title:"Connecting to an Existing Server",local:"connecting-to-an-existing-server",headingTag:"h3"}}),Ie=new g({props:{code:"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",highlighted:`<span class="hljs-keyword">from</span> openspiel_env <span class="hljs-keyword">import</span> OpenSpielEnv, OpenSpielAction

<span class="hljs-comment"># Connect to existing server</span>
env = OpenSpielEnv(base_url=<span class="hljs-string">&quot;http://localhost:8000&quot;</span>)

<span class="hljs-comment"># Use as normal</span>
result = env.reset()
result = env.step(OpenSpielAction(action_id=result.observation.legal_actions[<span class="hljs-number">0</span>]))

<span class="hljs-comment"># Close connection (does NOT stop the server)</span>
env.close()`,lang:"python",wrap:!1}}),Ce=new w({props:{title:"Connecting to HuggingFace Space",local:"connecting-to-huggingface-space",headingTag:"h3"}}),Be=new g({props:{code:"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",highlighted:`<span class="hljs-keyword">from</span> openspiel_env <span class="hljs-keyword">import</span> OpenSpielEnv, OpenSpielAction

<span class="hljs-comment"># Connect to remote Space</span>
env = OpenSpielEnv(base_url=<span class="hljs-string">&quot;https://your-username-openspiel.hf.space&quot;</span>)

result = env.reset()
<span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;Game: <span class="hljs-subst">{result.observation.game_phase}</span>&quot;</span>)
<span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;Legal actions: <span class="hljs-subst">{result.observation.legal_actions}</span>&quot;</span>)

result = env.step(OpenSpielAction(action_id=result.observation.legal_actions[<span class="hljs-number">0</span>]))
env.close()`,lang:"python",wrap:!1}}),We=new w({props:{title:"Game-Specific Information",local:"game-specific-information",headingTag:"h2"}}),Ze=new w({props:{title:"1. Catch",local:"1-catch",headingTag:"h3"}}),Ee=new w({props:{title:"2. Tic-Tac-Toe",local:"2-tic-tac-toe",headingTag:"h3"}}),ke=new w({props:{title:"3. Kuhn Poker",local:"3-kuhn-poker",headingTag:"h3"}}),Ne=new w({props:{title:"4. Cliff Walking",local:"4-cliff-walking",headingTag:"h3"}}),Le=new w({props:{title:"5. 2048",local:"5-2048",headingTag:"h3"}}),Fe=new w({props:{title:"6. Blackjack",local:"6-blackjack",headingTag:"h3"}}),xe=new w({props:{title:"Development & Testing",local:"development--testing",headingTag:"h2"}}),Xe=new w({props:{title:"Direct Environment Testing",local:"direct-environment-testing",headingTag:"h3"}}),Oe=new g({props:{code:"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",highlighted:`<span class="hljs-keyword">from</span> openspiel_env.server.openspiel_environment <span class="hljs-keyword">import</span> OpenSpielEnvironment
<span class="hljs-keyword">from</span> openspiel_env.models <span class="hljs-keyword">import</span> OpenSpielAction

<span class="hljs-comment"># Create environment directly</span>
env = OpenSpielEnvironment(game_name=<span class="hljs-string">&quot;catch&quot;</span>)

<span class="hljs-comment"># Test reset</span>
obs = env.reset()
<span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;Info state: <span class="hljs-subst">{obs.info_state}</span>&quot;</span>)

<span class="hljs-comment"># Test step</span>
obs = env.step(OpenSpielAction(action_id=<span class="hljs-number">0</span>))
<span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;Done: <span class="hljs-subst">{obs.done}</span>, Reward: <span class="hljs-subst">{obs.reward}</span>&quot;</span>)`,lang:"python",wrap:!1}}),He=new w({props:{title:"Running Locally",local:"running-locally",headingTag:"h3"}}),Pe=new g({props:{code:"JTIzJTIwRnJvbSUyMHRoZSUyMGVudmlyb25tZW50JTIwZGlyZWN0b3J5JTBBY2QlMjBlbnZzJTJGb3BlbnNwaWVsX2VudiUwQSUwQSUyMyUyMEluc3RhbGwlMjBkZXBlbmRlbmNpZXMlMEF1diUyMHZlbnYlMjAlMjYlMjYlMjBzb3VyY2UlMjAudmVudiUyRmJpbiUyRmFjdGl2YXRlJTBBdXYlMjBwaXAlMjBpbnN0YWxsJTIwLWUlMjAuJTBBJTBBJTIzJTIwU3RhcnQlMjB0aGUlMjBzZXJ2ZXIlMEFweXRob24lMjAtbSUyMHV2aWNvcm4lMjBzZXJ2ZXIuYXBwJTNBYXBwJTIwLS1yZWxvYWQ=",highlighted:`<span class="hljs-comment"># From the environment directory</span>
<span class="hljs-built_in">cd</span> envs/openspiel_env

<span class="hljs-comment"># Install dependencies</span>
uv venv &amp;&amp; <span class="hljs-built_in">source</span> .venv/bin/activate
uv pip install -e .

<span class="hljs-comment"># Start the server</span>
python -m uvicorn server.app:app --reload`,lang:"bash",wrap:!1}}),De=new g({props:{code:"dXYlMjBydW4lMjAtLXByb2plY3QlMjAuJTIwc2VydmVyJTIwLS1wb3J0JTIwODAwMA==",highlighted:"uv run --project . server --port 8000",lang:"bash",wrap:!1}}),qe=new w({props:{title:"Automated Testing (All 6 Games)",local:"automated-testing-all-6-games",headingTag:"h3"}}),Ke=new g({props:{code:"LiUyRnRlc3RfZG9ja2VyX2FsbF9nYW1lcy5zaA==",highlighted:"./test_docker_all_games.sh",lang:"bash",wrap:!1}}),ll=new w({props:{title:"Project Structure",local:"project-structure",headingTag:"h2"}}),tl=new g({props:{code:"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",highlighted:`openspiel_env/
├── __init__.py                    # Module exports
├── README.md                      # This file
├── openenv.yaml                   # OpenEnv manifest
├── pyproject.toml                 # Project metadata and dependencies
├── client.py                      # OpenSpielEnv client <span class="hljs-keyword">implementation</span>
├── models.py                      # Action, Observation, and State models
├── test_docker_all_games.sh       # Automated test script
└── server/
    ├── __init__.py                # Server <span class="hljs-keyword">module</span> exports
    ├── openspiel_environment.py   # Core OpenSpielEnvironment <span class="hljs-keyword">implementation</span>
    ├── opponent_policies.py       # Opponent policies (random, fixed)
    ├── app.py                     # FastAPI application
    ├── Dockerfile                 # Environment container (uses pre-built base)
    └── Dockerfile.openspiel-base  # Base image <span class="hljs-keyword">with</span> compiled OpenSpiel`,lang:"",wrap:!1}}),nl=new w({props:{title:"Limitations",local:"limitations",headingTag:"h2"}}),sl=new w({props:{title:"References",local:"references",headingTag:"h2"}}),pl=new 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