File size: 9,050 Bytes
b11323b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 | var http = require('http');
var fs = require('fs');
var path = require('path');
// model constants
var NUM_VALUES = 15;
var TABLE_SIZE = Math.pow(NUM_VALUES, 6);
var NUM_PATTERNS = 8;
var PATTERNS = [
[[0, 0], [1, 0], [2, 0], [3, 0], [0, 1], [1, 1]],
[[0, 0], [1, 0], [0, 1], [1, 1], [0, 2], [1, 2]],
[[0, 0], [1, 0], [2, 0], [0, 1], [1, 1], [2, 1]],
[[0, 0], [1, 0], [0, 1], [1, 1], [2, 1], [3, 1]],
[[0, 0], [1, 0], [2, 0], [3, 0], [2, 1], [3, 1]],
[[0, 0], [1, 0], [2, 0], [1, 1], [2, 1], [3, 1]],
[[0, 0], [1, 0], [0, 1], [1, 1], [2, 1], [2, 2]],
[[0, 0], [1, 0], [2, 0], [0, 1], [1, 1], [1, 2]],
];
var SYMMETRY_FNS = [
function (x, y) { return [x, y] },
function (x, y) { return [3 - x, y] },
function (x, y) { return [x, 3 - y] },
function (x, y) { return [3 - x, 3 - y] },
function (x, y) { return [y, x] },
function (x, y) { return [3 - y, x] },
function (x, y) { return [y, 3 - x] },
function (x, y) { return [3 - y, 3 - x] },
];
// precompute tuple lookups
var NUM_TUPLES = NUM_PATTERNS * 8;
var tupleCoords = new Int32Array(NUM_TUPLES * 6);
var tupleTable = new Int32Array(NUM_TUPLES);
var ti = 0;
for (var p = 0; p < NUM_PATTERNS; p++) {
for (var s = 0; s < 8; s++) {
tupleTable[ti] = p;
for (var i = 0; i < 6; i++) {
var c = SYMMETRY_FNS[s](PATTERNS[p][i][0], PATTERNS[p][i][1]);
tupleCoords[ti * 6 + i] = c[0] * 4 + c[1];
}
ti++;
}
}
// tile index mapping
var TILE_TO_IDX = new Uint8Array(65536);
TILE_TO_IDX[0] = 0;
for (var i = 1; i <= 16; i++) {
TILE_TO_IDX[Math.min(1 << i, 65535)] = Math.min(i, NUM_VALUES - 1);
}
// allocate + load weights
console.log('Loading model weights...');
var weights = [];
for (var i = 0; i < NUM_PATTERNS; i++) {
weights.push(new Float32Array(TABLE_SIZE));
}
// check local dir first, then parent (works both standalone and in-tree)
var WEIGHTS_FILE = fs.existsSync(path.join(__dirname, 'model_weights.bin'))
? path.join(__dirname, 'model_weights.bin')
: path.join(__dirname, '..', 'model_weights.bin');
var META_FILE = fs.existsSync(path.join(__dirname, 'model_meta.json'))
? path.join(__dirname, 'model_meta.json')
: path.join(__dirname, '..', 'model_meta.json');
if (!fs.existsSync(WEIGHTS_FILE)) {
console.error('model_weights.bin not found. Train the model first.');
process.exit(1);
}
var meta = JSON.parse(fs.readFileSync(META_FILE, 'utf8'));
var buf = fs.readFileSync(WEIGHTS_FILE);
var off = 0;
for (var i = 0; i < NUM_PATTERNS; i++) {
var src = new Float32Array(buf.buffer, buf.byteOffset + off, TABLE_SIZE);
weights[i].set(src);
off += TABLE_SIZE * 4;
}
console.log('Model loaded (' + meta.gamesPlayed.toLocaleString() + ' games, max tile ' + meta.maxTile + ')');
function evaluate(board) {
var score = 0;
var ci = 0;
for (var t = 0; t < NUM_TUPLES; t++) {
var idx = board[tupleCoords[ci]];
idx = idx * NUM_VALUES + board[tupleCoords[ci + 1]];
idx = idx * NUM_VALUES + board[tupleCoords[ci + 2]];
idx = idx * NUM_VALUES + board[tupleCoords[ci + 3]];
idx = idx * NUM_VALUES + board[tupleCoords[ci + 4]];
idx = idx * NUM_VALUES + board[tupleCoords[ci + 5]];
score += weights[tupleTable[t]][idx];
ci += 6;
}
return score;
}
var _merged = new Uint8Array(16);
var _tempBoards = [new Uint8Array(16), new Uint8Array(16),
new Uint8Array(16), new Uint8Array(16)];
var VECTORS_X = [0, 1, 0, -1];
var VECTORS_Y = [-1, 0, 1, 0];
function simulateMove(board, dir, out) {
out.set(board);
_merged.fill(0);
var reward = 0, moved = false;
var vx = VECTORS_X[dir], vy = VECTORS_Y[dir];
var tx = vx === 1 ? [3, 2, 1, 0] : [0, 1, 2, 3];
var ty = vy === 1 ? [3, 2, 1, 0] : [0, 1, 2, 3];
for (var i = 0; i < 4; i++) {
for (var j = 0; j < 4; j++) {
var cx = tx[i], cy = ty[j];
var ci = cx * 4 + cy;
var val = out[ci];
if (val === 0) continue;
var px = cx, py = cy;
var nx = cx + vx, ny = cy + vy;
while (nx >= 0 && nx < 4 && ny >= 0 && ny < 4 && out[nx * 4 + ny] === 0) {
px = nx; py = ny; nx += vx; ny += vy;
}
var ni = nx * 4 + ny, pi = px * 4 + py;
if (nx >= 0 && nx < 4 && ny >= 0 && ny < 4 && out[ni] === val && !_merged[ni]) {
out[ci] = 0;
var nv = val + 1;
out[ni] = nv;
_merged[ni] = 1;
reward += (nv < NUM_VALUES) ? (1 << nv) : (1 << (NUM_VALUES - 1));
moved = true;
} else if (pi !== ci) {
out[ci] = 0;
out[pi] = val;
moved = true;
}
}
}
return { reward: reward, moved: moved };
}
function getBestMove(board) {
var bestScore = -Infinity;
var bestDir = -1;
for (var d = 0; d < 4; d++) {
var r = simulateMove(board, d, _tempBoards[d]);
if (!r.moved) continue;
var sc = r.reward + evaluate(_tempBoards[d]);
if (sc > bestScore) { bestScore = sc; bestDir = d; }
}
return bestDir;
}
// convert browser cell format to internal indices
function boardFromCells(cells) {
var board = new Uint8Array(16);
for (var x = 0; x < 4; x++)
for (var y = 0; y < 4; y++) {
var v = cells[x][y];
board[x * 4 + y] = v === 0 ? 0 : (TILE_TO_IDX[v] || 0);
}
return board;
}
// static file server
var MIME = {
'.html': 'text/html', '.css': 'text/css',
'.js': 'application/javascript', '.json': 'application/json',
'.ico': 'image/x-icon', '.png': 'image/png',
'.jpg': 'image/jpeg', '.woff': 'font/woff',
'.woff2': 'font/woff2', '.ttf': 'font/ttf',
'.svg': 'image/svg+xml',
};
var RUNNER_DIR = path.resolve(__dirname);
var PROJECT_DIR = path.resolve(__dirname, '..');
// HF Spaces uses port 7860
var PORT = parseInt(process.env.PORT, 10) || 3000;
function serveStatic(reqPath, res) {
var safePath = reqPath === '/' ? '/index.html' : reqPath;
safePath = decodeURIComponent(safePath);
// try runner dir first (overrides), then project root
var runnerFile = path.resolve(RUNNER_DIR, '.' + safePath);
var projectFile = path.resolve(PROJECT_DIR, '.' + safePath);
var filePath;
if (runnerFile.startsWith(RUNNER_DIR) && fs.existsSync(runnerFile) &&
fs.statSync(runnerFile).isFile()) {
filePath = runnerFile;
} else if (projectFile.startsWith(PROJECT_DIR)) {
filePath = projectFile;
} else {
res.writeHead(403); res.end('Forbidden');
return;
}
fs.readFile(filePath, function (err, data) {
if (err) {
res.writeHead(404); res.end('Not found');
return;
}
var ext = path.extname(filePath).toLowerCase();
res.writeHead(200, { 'Content-Type': MIME[ext] || 'application/octet-stream' });
res.end(data);
});
}
function readBody(req) {
return new Promise(function (resolve, reject) {
var chunks = [];
var size = 0;
req.on('data', function (chunk) {
size += chunk.length;
if (size > 102400) { reject(new Error('too big')); req.destroy(); return; }
chunks.push(chunk);
});
req.on('end', function () { resolve(Buffer.concat(chunks).toString()); });
req.on('error', reject);
});
}
var server = http.createServer(function (req, res) {
var url = new (require('url').URL)(req.url, 'http://localhost');
var pathname = url.pathname;
// single API endpoint - get best move for a board state
if (pathname === '/api/move' && req.method === 'POST') {
readBody(req).then(function (raw) {
var body = JSON.parse(raw);
var board = boardFromCells(body.cells);
var dir = getBestMove(board);
res.writeHead(200, {
'Content-Type': 'application/json',
'Access-Control-Allow-Origin': '*'
});
res.end(JSON.stringify({ direction: dir }));
}).catch(function (e) {
res.writeHead(400, { 'Content-Type': 'application/json' });
res.end(JSON.stringify({ error: e.message }));
});
return;
}
if (req.method === 'OPTIONS') {
res.writeHead(204, {
'Access-Control-Allow-Origin': '*',
'Access-Control-Allow-Methods': 'GET, POST, OPTIONS',
'Access-Control-Allow-Headers': 'Content-Type'
});
res.end();
return;
}
serveStatic(pathname, res);
});
server.listen(PORT, function () {
console.log('2048 running at http://localhost:' + PORT);
});
|