main.js

/*! For license information please see main.js.LICENSE.txt */
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s=n(361);class u{choose(e){throw new Error("Not implemented")}}class c extends u{constructor(){super()}choose(e){if(0===e.length)throw new Error("Probability vector is empty.");return e.indexOf(Math.max(...e))}}const d=1,f=2,p="DRAW",h="PLAYER1_WIN",m="PLAYER2_WIN",g="NOT_FINISH_YET";class v{constructor(){this.history=[]}clone(){throw new Error("clone() must be implemented by subclasses")}isSame(e){throw new Error("isSame() must be implemented by subclasses")}stateSize(){throw new Error("stateSize() must be implemented by subclasses")}getStateInput(){throw new Error("getStateInput() must be implemented by subclasses")}getPlayerThisTurn(){throw new Error("getPlayerThisTurn() must be implemented by subclasses")}getResult(){throw new Error("getResult() must be implemented by subclasses")}isGameOver(){throw new Error("isGameOver() must be implemented by subclasses")}actionSpaceSize(){throw new Error("actionSpaceSize() must be implemented by subclasses")}getLegalActions(){throw new 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this.session.run(l,this.outputNames),u=Array.from(s[this.outputNames[0]].data),c=Array.from(s[this.outputNames[1]].data);return[u,new o(c)]}getStateSize(){return this.stateSize}getKvDim(){return this.kvDim}getPvSize(){return this.pvSize}};class k{async setPolicyReturnValue(e,t,n){throw new Error("Not implemented")}}class S extends k{constructor(){super()}getRandomMove(e){const t=e.getLegalActions();return t[Math.floor(Math.random()*t.length)]}async setPolicyReturnValue(e,t,n){let r=t.actionSpaceSize(),a=Array(r).fill(1/r),i=e;i.isExpanded()||i.expand(t);let l=t.getLegalActions(),s=[],u=0;for(let e=0;e<l.length;e++){let t=a[l[e]];u+=t,s.push(t)}for(let e=0;e<l.length;e++)s[e]/=u;i.setPolicy(s);let c=new o;i.setKvCache(c);let d=t,f=d.getPlayerThisTurn();for(;!d.isGameOver();){let e=this.getRandomMove(d);d.doAction(e)}return y(d,f)}}class x extends k{constructor(e,t,n){super(),this.pvNet=new w(e,t,n)}async setPolicyReturnValue(e,t,n){const r=t.getLegalActions(),o=t.getStateInput(),a=n.flatMap((e=>e.values)),i=o.map((e=>BigInt(e))),[l,s]=await this.pvNet.inference(i,a),u=l.pop(),c=r.map((e=>l[e]));return e.setPolicy(c),e.setKvCache(s),u}}class C{select(e){throw new Error("Not implemented")}}class T extends C{constructor(e=1.4){super(),this.c_=e}select(e){const t=e.getChildren(),n=e.getPolicy();let r=-1e20,o=-1;const a=this.c_*Math.sqrt(e.n+1);for(let e=0;e<t.length;e++){const i=-t[e].q+n[e]*a/(t[e].n+1);i>r&&(r=i,o=e)}return o}}class E{run(e,t){throw new Error("run() must be implemented by subclasses")}}class R extends E{run(e,t){return y(e,t)}}const _=class{constructor(e,t,n,r){e||(e=new c),t||(t=new S),n||(n=new R),r||(r=new T(1.4)),this.decisionStrategy=e,this.pvEstimator=t,this.endgameRater=n,this.selectionStrategy=r,this.mctsTree=null}setState(e){this.mctsTree&&this.mctsTree.getState().isSame(e)||(this.mctsTree=new l(e))}verbosePrintStart(e){const t=this.mctsTree;console.log(`Starting search with ${e} iterations`),t.getTotalSimulationCount()>0&&console.log(`Using cached tree with ${t.getTotalSimulationCount()} simulations`)}verbosePrintResult(){const e=this.mctsTree,t=e.getFrequencies(),n=e.getState().getLegalActions();console.log("Frequencies: ");for(let e=0;e<t.length;e++)console.log(`${n[e]} ${t[e]}`);console.log()}async searchAction(e,t,n,r=0){this.setState(e);const o=this.mctsTree;n&&this.verbosePrintStart(t);for(let e=0;e<r;++e)await this.searchOnce();for(let e=o.getTotalSimulationCount();e<t;++e)await this.searchOnce();n&&this.verbosePrintResult();const a=o.getFrequencies();return this.decisionStrategy.choose(a)}async searchOnce(){const e=this.mctsTree,t=[];let n,r=e.getRootNode(),o=e.getState().clone(),a=r.getAncestorCache().slice();for(;;){if(t.push(r),o.isGameOver()){n=this.endgameRater.run(o,o.getPlayerThisTurn());break}if(0===r.n){n=await this.pvEstimator.setPolicyReturnValue(r,o,a);break}a.push(r.getKvCache()),r.isExpanded()||r.expand(o);const e=this.selectionStrategy.select(r);r=r.getChild(e),o.doAction(o.getAction(e))}for(let e=t.length-1;e>=0;e--)t[e].updateResult(n),n=-n}async moveRoot(e){if(!this.mctsTree)throw new Error("MCTS tree is not initialized");this.mctsTree.getRootNode().isExpanded()||(await this.searchOnce(),await this.searchOnce()),this.mctsTree.moveRoot(e)}getTree(){return this.mctsTree}};class P extends v{constructor(e=null){super(),e?(this.board=[...e.board],this.currentPlayer=e.currentPlayer,this.gameOver=e.gameOver):(this.board=Array(9).fill(0),this.currentPlayer=1,this.gameOver=!1)}clone(){return new P(this)}isSame(e){return e instanceof P&&this.board.toString()===e.board.toString()&&this.currentPlayer===e.currentPlayer}stateSize(){return 9}getStateInput(){return this.board.map((e=>1===this.currentPlayer?e:1===e?2:2===e?1:0))}getPlayerThisTurn(){return this.currentPlayer}getResult(){return this.checkWinner(1)?h:this.checkWinner(2)?m:this.board.includes(0)?g:p}isGameOver(){return this.gameOver}actionSpaceSize(){return 9}getLegalActions(){return this.board.map(((e,t)=>0===e?t:null)).filter((e=>null!==e))}doAction(e){if(e<0||e>=9||0!==this.board[e])throw new Error("Invalid move");this.history.push(action),this.board[e]=1===this.currentPlayer?1:2,this.checkWinner(this.currentPlayer)?this.gameOver=!0:this.gameOver=!this.board.includes(0),this.switchTurn()}checkWinner(e){const t=1===e?1:2;return[[0,1,2],[3,4,5],[6,7,8],[0,3,6],[1,4,7],[2,5,8],[0,4,8],[2,4,6]].some((e=>this.board[e[0]]===t&&this.board[e[1]]===t&&this.board[e[2]]===t))}switchTurn(){this.currentPlayer=1===this.currentPlayer?2:1}}const O=P;class D extends v{constructor(){super(),this.board=Array(8).fill(null).map((()=>Array(8).fill(0))),this.board[3][3]=1,this.board[4][4]=1,this.board[3][4]=2,this.board[4][3]=2,this.whosTurn=1,this.lastSkipped=!1,this.gameOver=!1}clone(){const e=new D;return e.board=this.board.map((e=>[...e])),e.whosTurn=this.whosTurn,e.lastSkipped=this.lastSkipped,e.gameOver=this.gameOver,e}isSame(e){return e instanceof D&&this.whosTurn===e.whosTurn&&this.lastSkipped===e.lastSkipped&&this.gameOver===e.gameOver&&JSON.stringify(this.board)===JSON.stringify(e.board)}stateSize(){return 64}getStateInput(){return this.board.flat()}getBoard(){return this.board}getCurrentPlayer(){return this.whosTurn}getPlayerThisTurn(){return this.whosTurn}getResult(){if(!this.gameOver)return g;const e=this.board.flat().reduce(((e,t)=>(1===t&&e[1]++,2===t&&e[2]++,e)),{[d]:0,[f]:0});return e[1]>e[2]?h:e[1]<e[2]?m:p}isGameOver(){return this.gameOver}actionSpaceSize(){return 65}getLegalActions(){const e=[];for(let t=0;t<64;t++){const n=Math.floor(t/8),r=t%8;0===this.board[n][r]&&this.canFlip(n,r)&&e.push(t)}return 0===e.length&&e.push(64),e}doAction(e){if(this.history.push(e),64===e)return this.lastSkipped&&(this.gameOver=!0),this.lastSkipped=!0,void this.switchTurn();const t=Math.floor(e/8),n=e%8;this.flipPieces(t,n),this.board[t][n]=1===this.whosTurn?1:2,this.lastSkipped=!1,this.switchTurn()}switchTurn(){this.whosTurn=1===this.whosTurn?2:1}canFlip(e,t){const n=[[0,1],[1,0],[0,-1],[-1,0],[-1,-1],[-1,1],[1,-1],[1,1]],r=1===this.whosTurn?2:1,o=1===this.whosTurn?1:2;for(const[a,i]of n){let n=e+a,l=t+i,s=!1;for(;n>=0&&n<8&&l>=0&&l<8;){if(this.board[n][l]!==r){if(this.board[n][l]===o&&s)return!0;break}s=!0,n+=a,l+=i}}return!1}flipPieces(e,t){const n=[[0,1],[1,0],[0,-1],[-1,0],[-1,-1],[-1,1],[1,-1],[1,1]],r=1===this.whosTurn?2:1,o=1===this.whosTurn?1:2;for(const[a,i]of n){let n=e+a,l=t+i,s=[];for(;n>=0&&n<8&&l>=0&&l<8;){if(this.board[n][l]!==r){if(this.board[n][l]===o){for(const[e,t]of s)this.board[e][t]=o;break}break}s.push([n,l]),n+=a,l+=i}}}}const L=D;class I extends v{constructor(){super(),this.board=Array(15).fill(null).map((()=>Array(15).fill(0))),this.whosTurn=1,this.turn=0,this.result=g,this.gameOver=!1}clone(){const e=new I;return e.board=this.board.map((e=>[...e])),e.whosTurn=this.whosTurn,e.turn=this.turn,e.result=this.result,e.gameOver=this.gameOver,e}isSame(e){return e instanceof I&&this.whosTurn===e.whosTurn&&this.turn===e.turn&&this.result===e.result&&JSON.stringify(this.board)===JSON.stringify(e.board)}stateSize(){return 225}getStateInput(){const e=[];for(let t=0;t<15;t++)for(let n=0;n<15;n++)1===this.whosTurn?1===this.board[t][n]?e.push(1):2===this.board[t][n]?e.push(2):e.push(0):1===this.board[t][n]?e.push(2):2===this.board[t][n]?e.push(1):e.push(0);return e}getResult(){if(this.result!==g)return this.result;225===this.turn&&(this.result=p,this.gameOver=!0);for(let e=0;e<15;e++)for(let t=0;t<15;t++)if(this.isConnected(e,t,1,0)||this.isConnected(e,t,0,1)||this.isConnected(e,t,1,1)||this.isConnected(e,t,1,-1)){this.result=1===this.whosTurn?h:m,this.gameOver=!0;break}return this.result}isConnected(e,t,n,r){const o=this.board[e][t];let a=1;for(let i=1;i<5;i++){const l=e+i*n,s=t+i*r;if(l<0||l>=15||s<0||s>=15||this.board[l][s]!==o)break;a++}for(let i=1;i<5;i++){const l=e-i*n,s=t-i*r;if(l<0||l>=15||s<0||s>=15||this.board[l][s]!==o)break;a++}return a>=5}getLegalActions(){const e=[];for(let t=0;t<225;t++){const n=Math.floor(t/15),r=t%15;0===this.board[n][r]&&e.push(t)}return e}doAction(e){const t=Math.floor(e/15),n=e%15;if(0!==this.board[t][n])throw new Error("Invalid move");this.history.push(e);const r=1===this.whosTurn?1:2;this.board[t][n]=r,this.turn++,this.isConnected(t,n,1,0)||this.isConnected(t,n,0,1)||this.isConnected(t,n,1,1)||this.isConnected(t,n,1,-1)?(this.result=1===this.whosTurn?h:m,this.gameOver=!0):225===this.turn&&(this.result=p,this.gameOver=!0),this.switchTurn()}switchTurn(){this.whosTurn=1===this.whosTurn?2:1}getBoard(){return this.board}getCurrentPlayer(){return this.whosTurn}getPlayerThisTurn(){return this.whosTurn}getResult(){return this.result}isGameOver(){return this.gameOver}actionSpaceSize(){return 225}}const N=I;class z extends e.Component{renderCell(e,n){const{onCellClick:r}=this.props;return t().createElement("button",{style:{width:"100px",height:"100px",fontSize:"1rem",textAlign:"center",backgroundColor:"#ddd",border:"1px solid #444",cursor:"pointer"},onMouseOver:e=>e.target.style.backgroundColor="#bbb",onMouseOut:e=>e.target.style.backgroundColor="#ddd",onClick:()=>r(n)},e[n])}render(){const{state:e}=this.props,n=Array(9).fill(null);for(let t=0;t<9;t++)1===e.board[t]?n[t]="O":2===e.board[t]&&(n[t]="X");return t().createElement("div",{style:{textAlign:"center"}},t().createElement("div",{style:{display:"grid",gridTemplateColumns:"repeat(3, 100px)",gridGap:"5px",justifyContent:"center",margin:"20px auto"}},n.map(((e,t)=>this.renderCell(n,t)))))}}const M=z;class A extends e.Component{renderCell(e,n,r){const{onCellClick:o}=this.props,a={width:"40px",height:"40px",borderRadius:"50%",backgroundColor:1===e[n][r]?"white":2===e[n][r]?"black":"transparent"};return t().createElement("div",{key:`${n}-${r}`,style:{width:"50px",height:"50px",display:"flex",alignItems:"center",justifyContent:"center",backgroundColor:"#008000",border:"1px solid black",cursor:"pointer",boxSizing:"border-box"},onClick:()=>o(8*n+r)},t().createElement("div",{style:a}))}render(){const{state:e}=this.props,n=Array(8).fill(null).map((()=>Array(8).fill(null)));for(let t=0;t<8;t++)for(let r=0;r<8;r++)n[t][r]=e.board[t][r];return t().createElement("div",{style:{textAlign:"center"}},t().createElement("div",{style:{display:"grid",gridTemplateColumns:"repeat(8, 50px)",gridGap:"0px",justifyContent:"center",margin:"20px auto"}},n.map(((e,t)=>e.map(((e,r)=>this.renderCell(n,t,r)))))))}}const U=A;function F(e,t,n){return(t=function(e){var t=function(e){if("object"!=typeof e||!e)return e;var t=e[Symbol.toPrimitive];if(void 0!==t){var n=t.call(e,"string");if("object"!=typeof n)return n;throw new TypeError("@@toPrimitive must return a primitive value.")}return String(e)}(e);return"symbol"==typeof t?t:t+""}(t))in e?Object.defineProperty(e,t,{value:n,enumerable:!0,configurable:!0,writable:!0}):e[t]=n,e}const j=15;class B extends e.Component{constructor(e){super(e),F(this,"handleResize",(()=>{const e=this.calculateCellSize();e!==this.state.cellSize&&this.setState({cellSize:e})})),F(this,"handleMouseMove",(e=>{const t=this.canvasRef.current.getBoundingClientRect(),n=e.clientX-t.left,r=e.clientY-t.top,o=Math.round(r/this.state.cellSize-.5),a=Math.round(n/this.state.cellSize-.5);o>=0&&o<j&&a>=0&&a<j?this.setState({hoverPosition:{row:o,col:a}}):this.setState({hoverPosition:null})})),F(this,"handleCanvasClick",(e=>{const{onCellClick:t}=this.props,n=this.canvasRef.current.getBoundingClientRect(),r=e.clientX-n.left,o=e.clientY-n.top,a=Math.round(o/this.state.cellSize-.5),i=Math.round(r/this.state.cellSize-.5);a>=0&&a<j&&i>=0&&i<j&&t(a*j+i)})),F(this,"handleMouseLeave",(()=>{this.setState({hoverPosition:null})})),this.canvasRef=t().createRef(),this.state={hoverPosition:null,cellSize:this.calculateCellSize()},this.cachedBoard=null,this.cachedHoverPosition=null,this.cachedProbabilities=null,this.cachedBestAction=null}componentDidMount(){window.addEventListener("resize",this.handleResize),this.drawBoard()}componentDidUpdate(){this.drawBoard()}componentWillUnmount(){window.removeEventListener("resize",this.handleResize)}calculateCellSize(){if(this.props.cellSize)return this.props.cellSize;const e=.8*Math.min(window.innerWidth,window.innerHeight);return Math.floor(e/j)}isCachedProbabilitiesChanged(e){if(!this.cachedProbabilities)return!0;if(!e)return!0;if(e.length!==this.cachedProbabilities.length)return!0;for(let t=0;t<e.length;t++)if(e[t]!==this.cachedProbabilities[t])return!0;return!1}isCachedBestActionChanged(e){return!(null===e&&null===this.cachedBestAction||null!==e&&null!==this.cachedBestAction&&e===this.cachedBestAction)}isBoardChanged(e){if(!this.cachedBoard)return!0;for(let t=0;t<j;t++)for(let n=0;n<j;n++)if(e[t][n]!==this.cachedBoard[t][n])return!0;return!1}isHoverPositionChanged(e){const{cachedHoverPosition:t}=this;return!(!t&&!e||t&&e&&t.row===e.row&&t.col===e.col)}drawBoard(){const e=this.canvasRef.current,t=e.getContext("2d"),{state:n,show_hover:r,action_freqs:o,best_action:a}=this.props,i=n.board,{hoverPosition:l,cellSize:u}=this.state,c=this.isBoardChanged(i),d=this.isHoverPositionChanged(l),f=this.isCachedProbabilitiesChanged(o),p=this.isCachedBestActionChanged(a);if(!(c||d||f||p))return;this.cachedBoard=i.map((e=>[...e])),this.cachedHoverPosition=l,this.cachedProbabilities=o?o.slice(0):null,this.cachedBestAction=a,t.clearRect(0,0,e.width,e.height),t.fillStyle="#D98E43",t.fillRect(0,0,e.width,e.height);for(let e of[3,7,11])for(let n of[3,7,11])t.beginPath(),t.arc((n+.5)*u,(e+.5)*u,.1*u,0,2*Math.PI),t.fillStyle="black",t.fill();t.strokeStyle="black";for(let e=0;e<j;e++)t.beginPath(),t.moveTo((e+.5)*u,.5*u),t.lineTo((e+.5)*u,14.5*u),t.moveTo(.5*u,(e+.5)*u),t.lineTo(14.5*u,(e+.5)*u),t.stroke();for(let e=0;e<j;e++)for(let n=0;n<j;n++)if(1===i[e][n]||2===i[e][n]){const r=(n+.5)*u,o=(e+.5)*u;t.beginPath(),t.arc(r,o,.4*u,0,2*Math.PI),t.fillStyle=1===i[e][n]?"black":"white",t.fill()}const h=n.getHistory().slice(-1)[0];if(void 0!==h){const e=Math.floor(h/j),n=(h%j+.5)*u,r=(e+.5)*u;t.beginPath(),t.moveTo(n,r-u/6),t.lineTo(n-u/6,r+u/6),t.lineTo(n+u/6,r+u/6),t.closePath(),t.fillStyle="#a00",t.fill()}if(o){const e=o.slice(0,225);(0,s.normalize)(e);for(let n=0;n<e.length;n++){const r=e[n];if(r>.02){const e=Math.floor(n/j),o=(n%j+.5)*u,a=(e+.5)*u;t.beginPath(),t.arc(o,a,u/2.5,0,2*Math.PI);const i=.8*Math.pow(r,.5)+.2;t.fillStyle=`rgba(0, 192, 64, ${i})`,t.fill(),t.fillStyle="black",t.font=u/3+"px Arial",t.textAlign="center",t.textBaseline="middle",t.fillText(r.toFixed(2),o,a)}}}if(null!==a&&null==o){const e=a,n=Math.floor(e/j),r=(e%j+.5)*u,o=(n+.5)*u;t.beginPath(),t.arc(r,o,.4*u,0,2*Math.PI);const i=.95;t.fillStyle=`rgba(224, 0, 0, ${i})`,t.fill()}if(r&&l){const{row:e,col:r}=l;if(0===i[e][r]){const o=(r+.5)*u,a=(e+.5)*u;t.beginPath(),t.arc(o,a,.4*u,0,2*Math.PI),t.fillStyle=1===n.getCurrentPlayer()?"rgba(0, 0, 0, 0.5)":"rgba(255, 255, 255, 0.5)",t.fill()}}}render(){const{cellSize:e}=this.state;return t().createElement("div",{style:{textAlign:"center"}},t().createElement("canvas",{ref:this.canvasRef,width:j*e,height:j*e,style:{border:"1px solid black",margin:"10px auto",display:"block"},onClick:this.handleCanvasClick,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave}))}}const W={Othello:L,TicTacToe:O,ConnectFive:N},H={Othello:U,TicTacToe:M,ConnectFive:B},V={marginTop:"4px",padding:"4px 8px",fontSize:"1rem",cursor:"pointer"},$={fontSize:"1rem",marginTop:"5px",textAlign:"center"},q={switch:{position:"relative",display:"inline-block",width:"34px",height:"20px"},input:{opacity:0,width:0,height:0},slider:{position:"absolute",cursor:"pointer",top:0,left:0,right:0,bottom:0,backgroundColor:"#ccc",transition:"0.4s",borderRadius:"34px"},sliderBefore:{position:"absolute",content:"''",height:"14px",width:"14px",left:"3px",bottom:"3px",backgroundColor:"white",transition:"0.4s",borderRadius:"50%"},sliderChecked:{backgroundColor:"#2196f3"},sliderBeforeChecked:{transform:"translateX(14px)"}};const Y=class extends _{constructor(e,t,n=1e3,r=null){var o,a,i;super(),o=this,i=async()=>{for(;this.isThinking&&!this.mctsTree.getState().isGameOver();)await this.searchOnce(),this.onUpdate&&await this.onUpdate()},(a=function(e){var t=function(e){if("object"!=typeof e||!e)return e;var t=e[Symbol.toPrimitive];if(void 0!==t){var n=t.call(e,"string");if("object"!=typeof n)return n;throw new 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n=this.mctsTree.getFrequencies(),r=this.decisionStrategy.choose(n),o=t.getAction(r);return this.startThinking(),[r,o]}async moveRoot(e){await this.stopThinking(),await super.moveRoot(e),this.startThinking()}async resetRoot(e){await this.stopThinking(),super.setState(e),this.startThinking()}async forceSetRoot(e){await this.stopThinking(),super.setState(e),this.startThinking()}startThinking(){if(this.isThinking)throw new Error("Agent is already thinking");this.isThinking=!0,this.thinkingThread=this.thinkingThreadReturnNull()}async stopThinking(){this.isThinking&&(this.isThinking=!1,await this.thinkingThread)}};function Q(e,t,n){return(t=function(e){var t=function(e){if("object"!=typeof e||!e)return e;var t=e[Symbol.toPrimitive];if(void 0!==t){var n=t.call(e,"string");if("object"!=typeof n)return n;throw new TypeError("@@toPrimitive must return a primitive value.")}return String(e)}(e);return"symbol"==typeof t?t:t+""}(t))in 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