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wifi-densepose/vendor/ruvector/examples/neural-trader/exotic/atomic-arbitrage.js

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/**
* Cross-Exchange Atomic Arbitrage
*
* EXOTIC: Flash loan arbitrage with MEV protection
*
* Uses @neural-trader/execution with RuVector for:
* - Multi-exchange price monitoring
* - Atomic execution via flash loans (DeFi)
* - MEV (Miner Extractable Value) protection
* - Latency-aware order routing
* - Triangular and cross-chain arbitrage
*
* WARNING: This is for educational purposes.
* Real arbitrage requires sophisticated infrastructure.
*/
// Arbitrage configuration
const arbitrageConfig = {
// Exchange configuration
exchanges: {
binance: { fee: 0.001, latency: 5, liquidity: 'high' },
coinbase: { fee: 0.005, latency: 8, liquidity: 'high' },
kraken: { fee: 0.002, latency: 12, liquidity: 'medium' },
ftx: { fee: 0.0007, latency: 3, liquidity: 'medium' },
uniswap: { fee: 0.003, latency: 15000, liquidity: 'medium', type: 'dex' },
sushiswap: { fee: 0.003, latency: 15000, liquidity: 'low', type: 'dex' }
},
// Arbitrage parameters
params: {
minProfitBps: 5, // Minimum profit in basis points
maxSlippage: 0.002, // 20 bps max slippage
maxPositionUSD: 100000, // Max position size
gasPrice: 50, // Gwei
gasLimit: 500000, // Gas units for DeFi
flashLoanFee: 0.0009 // 9 bps flash loan fee
},
// MEV protection
mev: {
usePrivatePool: true,
maxPriorityFee: 2, // Gwei
bundleTimeout: 2000 // ms
},
// Monitoring
monitoring: {
updateIntervalMs: 100,
priceHistorySize: 1000,
alertThresholdBps: 10
}
};
// Price Feed Simulator
class PriceFeed {
constructor(config) {
this.config = config;
this.prices = new Map();
this.orderBooks = new Map();
this.lastUpdate = Date.now();
}
// Simulate price update
updatePrices(basePrice, volatility = 0.0001) {
const now = Date.now();
for (const [exchange, params] of Object.entries(this.config.exchanges)) {
// Each exchange has slightly different price (market inefficiency)
const noise = (Math.random() - 0.5) * volatility * 2;
const exchangeSpecificBias = (Math.random() - 0.5) * 0.0005;
const price = basePrice * (1 + noise + exchangeSpecificBias);
// Simulate spread
const spread = params.type === 'dex' ? 0.002 : 0.0005;
this.prices.set(exchange, {
bid: price * (1 - spread / 2),
ask: price * (1 + spread / 2),
mid: price,
timestamp: now,
latency: params.latency
});
// Simulate order book depth
this.orderBooks.set(exchange, this.generateOrderBook(price, spread, params.liquidity));
}
this.lastUpdate = now;
}
generateOrderBook(midPrice, spread, liquidityLevel) {
const depths = { high: 5, medium: 3, low: 1 };
const baseDepth = depths[liquidityLevel] || 1;
const bids = [];
const asks = [];
for (let i = 0; i < 10; i++) {
const bidPrice = midPrice * (1 - spread / 2 - i * 0.0001);
const askPrice = midPrice * (1 + spread / 2 + i * 0.0001);
bids.push({
price: bidPrice,
quantity: baseDepth * 100000 * Math.exp(-i * 0.3) * (0.5 + Math.random())
});
asks.push({
price: askPrice,
quantity: baseDepth * 100000 * Math.exp(-i * 0.3) * (0.5 + Math.random())
});
}
return { bids, asks };
}
getPrice(exchange) {
return this.prices.get(exchange);
}
getOrderBook(exchange) {
return this.orderBooks.get(exchange);
}
getAllPrices() {
return Object.fromEntries(this.prices);
}
}
// Arbitrage Detector
class ArbitrageDetector {
constructor(config, priceFeed) {
this.config = config;
this.priceFeed = priceFeed;
this.opportunities = [];
this.history = [];
}
// Find simple arbitrage (buy low, sell high)
findSimpleArbitrage() {
const prices = this.priceFeed.getAllPrices();
const exchanges = Object.keys(prices);
const opportunities = [];
for (let i = 0; i < exchanges.length; i++) {
for (let j = i + 1; j < exchanges.length; j++) {
const ex1 = exchanges[i];
const ex2 = exchanges[j];
const p1 = prices[ex1];
const p2 = prices[ex2];
if (!p1 || !p2) continue;
// Check buy on ex1, sell on ex2
const profit1 = this.calculateProfit(ex1, ex2, p1.ask, p2.bid);
if (profit1.profitBps > this.config.params.minProfitBps) {
opportunities.push({
type: 'simple',
buyExchange: ex1,
sellExchange: ex2,
buyPrice: p1.ask,
sellPrice: p2.bid,
...profit1
});
}
// Check buy on ex2, sell on ex1
const profit2 = this.calculateProfit(ex2, ex1, p2.ask, p1.bid);
if (profit2.profitBps > this.config.params.minProfitBps) {
opportunities.push({
type: 'simple',
buyExchange: ex2,
sellExchange: ex1,
buyPrice: p2.ask,
sellPrice: p1.bid,
...profit2
});
}
}
}
return opportunities;
}
// Calculate profit after fees
calculateProfit(buyExchange, sellExchange, buyPrice, sellPrice) {
const buyFee = this.config.exchanges[buyExchange].fee;
const sellFee = this.config.exchanges[sellExchange].fee;
const effectiveBuy = buyPrice * (1 + buyFee);
const effectiveSell = sellPrice * (1 - sellFee);
const grossProfit = (effectiveSell - effectiveBuy) / effectiveBuy;
const profitBps = grossProfit * 10000;
// Estimate gas cost for DeFi exchanges
let gasCostBps = 0;
if (this.config.exchanges[buyExchange].type === 'dex' ||
this.config.exchanges[sellExchange].type === 'dex') {
const gasCostUSD = this.config.params.gasPrice * this.config.params.gasLimit * 1e-9 * 2000; // ETH price
const tradeSize = this.config.params.maxPositionUSD;
gasCostBps = (gasCostUSD / tradeSize) * 10000;
}
const netProfitBps = profitBps - gasCostBps;
return {
grossProfitBps: profitBps,
profitBps: netProfitBps,
fees: { buy: buyFee, sell: sellFee },
gasCostBps,
totalLatencyMs: this.config.exchanges[buyExchange].latency +
this.config.exchanges[sellExchange].latency
};
}
// Find triangular arbitrage
findTriangularArbitrage(pairs = ['BTC/USD', 'ETH/USD', 'ETH/BTC']) {
// Simulate exchange rates
const rates = {
'BTC/USD': 50000,
'ETH/USD': 3000,
'ETH/BTC': 0.06
};
// Add some inefficiency
const noisyRates = {};
for (const [pair, rate] of Object.entries(rates)) {
noisyRates[pair] = rate * (1 + (Math.random() - 0.5) * 0.002);
}
// Check triangular opportunity
// USD → BTC → ETH → USD
const path1 = {
step1: 1 / noisyRates['BTC/USD'], // USD to BTC
step2: noisyRates['ETH/BTC'], // BTC to ETH
step3: noisyRates['ETH/USD'] // ETH to USD
};
const return1 = path1.step1 * path1.step2 * path1.step3;
const profit1 = (return1 - 1) * 10000; // in bps
// USD → ETH → BTC → USD
const path2 = {
step1: 1 / noisyRates['ETH/USD'],
step2: 1 / noisyRates['ETH/BTC'],
step3: noisyRates['BTC/USD']
};
const return2 = path2.step1 * path2.step2 * path2.step3;
const profit2 = (return2 - 1) * 10000;
const opportunities = [];
if (profit1 > this.config.params.minProfitBps) {
opportunities.push({
type: 'triangular',
path: 'USD → BTC → ETH → USD',
profitBps: profit1,
rates: path1
});
}
if (profit2 > this.config.params.minProfitBps) {
opportunities.push({
type: 'triangular',
path: 'USD → ETH → BTC → USD',
profitBps: profit2,
rates: path2
});
}
return opportunities;
}
// Find flash loan arbitrage opportunity
findFlashLoanArbitrage() {
const dexExchanges = Object.entries(this.config.exchanges)
.filter(([_, params]) => params.type === 'dex')
.map(([name]) => name);
const cexExchanges = Object.entries(this.config.exchanges)
.filter(([_, params]) => params.type !== 'dex')
.map(([name]) => name);
const opportunities = [];
const prices = this.priceFeed.getAllPrices();
// DEX to DEX arbitrage with flash loan
for (let i = 0; i < dexExchanges.length; i++) {
for (let j = i + 1; j < dexExchanges.length; j++) {
const dex1 = dexExchanges[i];
const dex2 = dexExchanges[j];
const p1 = prices[dex1];
const p2 = prices[dex2];
if (!p1 || !p2) continue;
// Flash loan cost
const flashFee = this.config.params.flashLoanFee;
const minMid = Math.min(p1.mid, p2.mid);
const spread = minMid > 0 ? Math.abs(p1.mid - p2.mid) / minMid : 0;
const profitBps = (spread - flashFee) * 10000;
if (profitBps > this.config.params.minProfitBps) {
opportunities.push({
type: 'flash_loan',
buyDex: p1.mid < p2.mid ? dex1 : dex2,
sellDex: p1.mid < p2.mid ? dex2 : dex1,
spread: spread * 10000,
flashFee: flashFee * 10000,
profitBps,
atomic: true
});
}
}
}
return opportunities;
}
// Scan all arbitrage types
scanAll() {
const simple = this.findSimpleArbitrage();
const triangular = this.findTriangularArbitrage();
const flashLoan = this.findFlashLoanArbitrage();
this.opportunities = [...simple, ...triangular, ...flashLoan]
.sort((a, b) => b.profitBps - a.profitBps);
this.history.push({
timestamp: Date.now(),
count: this.opportunities.length,
bestProfit: this.opportunities[0]?.profitBps || 0
});
return this.opportunities;
}
}
// Execution Engine
class ExecutionEngine {
constructor(config) {
this.config = config;
this.pendingOrders = [];
this.executedTrades = [];
this.mevProtection = config.mev.usePrivatePool;
}
// Simulate execution
async execute(opportunity) {
const startTime = Date.now();
// Check for MEV risk
if (opportunity.type === 'flash_loan' && this.mevProtection) {
return this.executeWithMEVProtection(opportunity);
}
// Simulate latency
await this.simulateLatency(opportunity.totalLatencyMs || 50);
// Check slippage
const slippage = Math.random() * this.config.params.maxSlippage;
const adjustedProfit = opportunity.profitBps - slippage * 10000;
const result = {
success: adjustedProfit > 0,
opportunity,
actualProfitBps: adjustedProfit,
slippage,
executionTimeMs: Date.now() - startTime,
timestamp: Date.now()
};
this.executedTrades.push(result);
return result;
}
// Execute with MEV protection (Flashbots-style)
async executeWithMEVProtection(opportunity) {
const startTime = Date.now();
// Bundle transactions
const bundle = {
transactions: [
{ type: 'flash_loan_borrow', amount: this.config.params.maxPositionUSD },
{ type: 'swap', dex: opportunity.buyDex, direction: 'buy' },
{ type: 'swap', dex: opportunity.sellDex, direction: 'sell' },
{ type: 'flash_loan_repay' }
],
priorityFee: this.config.mev.maxPriorityFee
};
// Simulate private pool submission
await this.simulateLatency(this.config.mev.bundleTimeout);
// Check if bundle was included
const included = Math.random() > 0.2; // 80% success rate
if (!included) {
return {
success: false,
reason: 'bundle_not_included',
executionTimeMs: Date.now() - startTime
};
}
const result = {
success: true,
opportunity,
actualProfitBps: opportunity.profitBps * 0.95, // Some slippage
mevProtected: true,
executionTimeMs: Date.now() - startTime,
timestamp: Date.now()
};
this.executedTrades.push(result);
return result;
}
simulateLatency(ms) {
return new Promise(resolve => setTimeout(resolve, Math.min(ms, 100)));
}
getStats() {
const successful = this.executedTrades.filter(t => t.success);
const totalProfit = successful.reduce((s, t) => s + (t.actualProfitBps || 0), 0);
const avgProfit = successful.length > 0 ? totalProfit / successful.length : 0;
return {
totalTrades: this.executedTrades.length,
successfulTrades: successful.length,
successRate: this.executedTrades.length > 0
? successful.length / this.executedTrades.length
: 0,
totalProfitBps: totalProfit,
avgProfitBps: avgProfit,
avgExecutionTimeMs: this.executedTrades.length > 0
? this.executedTrades.reduce((s, t) => s + t.executionTimeMs, 0) / this.executedTrades.length
: 0
};
}
}
// Latency Monitor
class LatencyMonitor {
constructor() {
this.measurements = new Map();
}
record(exchange, latencyMs) {
if (!this.measurements.has(exchange)) {
this.measurements.set(exchange, []);
}
const measurements = this.measurements.get(exchange);
measurements.push({ latency: latencyMs, timestamp: Date.now() });
// Keep last 100 measurements
if (measurements.length > 100) {
measurements.shift();
}
}
getStats(exchange) {
const measurements = this.measurements.get(exchange);
if (!measurements || measurements.length === 0) {
return null;
}
const latencies = measurements.map(m => m.latency);
const avg = latencies.reduce((a, b) => a + b, 0) / latencies.length;
const sorted = [...latencies].sort((a, b) => a - b);
const p50 = sorted[Math.floor(latencies.length * 0.5)];
const p99 = sorted[Math.floor(latencies.length * 0.99)];
return { avg, p50, p99, count: latencies.length };
}
}
async function main() {
console.log('═'.repeat(70));
console.log('CROSS-EXCHANGE ATOMIC ARBITRAGE');
console.log('═'.repeat(70));
console.log();
// 1. Initialize components
console.log('1. System Initialization:');
console.log('─'.repeat(70));
const priceFeed = new PriceFeed(arbitrageConfig);
const detector = new ArbitrageDetector(arbitrageConfig, priceFeed);
const executor = new ExecutionEngine(arbitrageConfig);
const latencyMonitor = new LatencyMonitor();
console.log(` Exchanges: ${Object.keys(arbitrageConfig.exchanges).length}`);
console.log(` CEX: ${Object.entries(arbitrageConfig.exchanges).filter(([_, p]) => p.type !== 'dex').length}`);
console.log(` DEX: ${Object.entries(arbitrageConfig.exchanges).filter(([_, p]) => p.type === 'dex').length}`);
console.log(` Min profit: ${arbitrageConfig.params.minProfitBps} bps`);
console.log(` Max position: $${arbitrageConfig.params.maxPositionUSD.toLocaleString()}`);
console.log(` MEV protection: ${arbitrageConfig.mev.usePrivatePool ? 'Enabled' : 'Disabled'}`);
console.log();
// 2. Exchange fees
console.log('2. Exchange Configuration:');
console.log('─'.repeat(70));
console.log(' Exchange │ Fee │ Latency │ Liquidity │ Type');
console.log('─'.repeat(70));
for (const [exchange, params] of Object.entries(arbitrageConfig.exchanges)) {
const type = params.type === 'dex' ? 'DEX' : 'CEX';
console.log(` ${exchange.padEnd(11)}${(params.fee * 100).toFixed(2)}% │ ${String(params.latency).padStart(5)}ms │ ${params.liquidity.padEnd(9)}${type}`);
}
console.log();
// 3. Price simulation
console.log('3. Price Feed Simulation:');
console.log('─'.repeat(70));
const basePrice = 50000; // BTC price
priceFeed.updatePrices(basePrice);
console.log(' Exchange │ Bid │ Ask │ Spread');
console.log('─'.repeat(70));
for (const [exchange, price] of priceFeed.prices) {
const spread = ((price.ask - price.bid) / price.mid * 10000).toFixed(1);
console.log(` ${exchange.padEnd(11)}$${price.bid.toFixed(2).padStart(9)}$${price.ask.toFixed(2).padStart(9)}${spread.padStart(5)} bps`);
}
console.log();
// 4. Arbitrage detection
console.log('4. Arbitrage Opportunity Scan:');
console.log('─'.repeat(70));
// Run multiple scans
let allOpportunities = [];
for (let i = 0; i < 10; i++) {
priceFeed.updatePrices(basePrice, 0.0005); // Add more volatility
const opportunities = detector.scanAll();
allOpportunities.push(...opportunities);
}
// Deduplicate and sort
const uniqueOpps = allOpportunities
.filter((opp, idx, arr) =>
arr.findIndex(o => o.type === opp.type &&
o.buyExchange === opp.buyExchange &&
o.sellExchange === opp.sellExchange) === idx
)
.sort((a, b) => b.profitBps - a.profitBps);
console.log(` Scans performed: 10`);
console.log(` Total found: ${uniqueOpps.length}`);
console.log();
if (uniqueOpps.length > 0) {
console.log(' Top Opportunities:');
console.log(' Type │ Route │ Profit │ Details');
console.log('─'.repeat(70));
for (const opp of uniqueOpps.slice(0, 5)) {
let route = '';
let details = '';
if (opp.type === 'simple') {
route = `${opp.buyExchange}${opp.sellExchange}`;
details = `lat=${opp.totalLatencyMs}ms`;
} else if (opp.type === 'triangular') {
route = opp.path.substring(0, 22);
details = '';
} else if (opp.type === 'flash_loan') {
route = `${opp.buyDex}${opp.sellDex}`;
details = 'atomic';
}
console.log(` ${opp.type.padEnd(12)}${route.padEnd(24)}${opp.profitBps.toFixed(1).padStart(5)} bps │ ${details}`);
}
} else {
console.log(' No profitable opportunities found');
}
console.log();
// 5. Execute opportunities
console.log('5. Execution Simulation:');
console.log('─'.repeat(70));
for (const opp of uniqueOpps.slice(0, 5)) {
const result = await executor.execute(opp);
if (result.success) {
console.log(`${opp.type.padEnd(12)} +${result.actualProfitBps.toFixed(1)} bps (${result.executionTimeMs}ms)${result.mevProtected ? ' [MEV-protected]' : ''}`);
} else {
console.log(`${opp.type.padEnd(12)} Failed: ${result.reason || 'slippage'}`);
}
}
console.log();
// 6. Execution stats
console.log('6. Execution Statistics:');
console.log('─'.repeat(70));
const stats = executor.getStats();
console.log(` Total trades: ${stats.totalTrades}`);
console.log(` Successful: ${stats.successfulTrades}`);
console.log(` Success rate: ${(stats.successRate * 100).toFixed(1)}%`);
console.log(` Total profit: ${stats.totalProfitBps.toFixed(1)} bps`);
console.log(` Avg profit: ${stats.avgProfitBps.toFixed(1)} bps`);
console.log(` Avg exec time: ${stats.avgExecutionTimeMs.toFixed(0)}ms`);
console.log();
// 7. Order book depth analysis
console.log('7. Order Book Depth Analysis:');
console.log('─'.repeat(70));
const sampleExchange = 'binance';
const orderBook = priceFeed.getOrderBook(sampleExchange);
console.log(` ${sampleExchange.toUpperCase()} Order Book (Top 5 levels):`);
console.log(' Bids │ Asks');
console.log('─'.repeat(70));
for (let i = 0; i < 5; i++) {
const bid = orderBook.bids[i];
const ask = orderBook.asks[i];
console.log(` $${bid.price.toFixed(2)} × ${(bid.quantity / 1000).toFixed(0)}k │ $${ask.price.toFixed(2)} × ${(ask.quantity / 1000).toFixed(0)}k`);
}
console.log();
// 8. Latency importance
console.log('8. Latency Analysis:');
console.log('─'.repeat(70));
console.log(' In arbitrage, latency is critical:');
console.log();
console.log(' CEX latency: ~5-15ms (colocation advantage)');
console.log(' DEX latency: ~15,000ms (block time)');
console.log();
console.log(' Opportunity lifetime:');
console.log(' - Crypto CEX-CEX: 10-100ms');
console.log(' - DEX-DEX: 1-2 blocks (~15-30s)');
console.log(' - CEX-DEX: Limited by block time');
console.log();
// 9. Risk factors
console.log('9. Risk Factors:');
console.log('─'.repeat(70));
console.log(' Key risks in atomic arbitrage:');
console.log();
console.log(' 1. Execution risk:');
console.log(' - Slippage exceeds expected');
console.log(' - Partial fills');
console.log(' - Network congestion');
console.log();
console.log(' 2. MEV risk (DeFi):');
console.log(' - Frontrunning');
console.log(' - Sandwich attacks');
console.log(' - Block builder extraction');
console.log();
console.log(' 3. Smart contract risk:');
console.log(' - Flash loan failures');
console.log(' - Reentrancy');
console.log(' - Oracle manipulation');
console.log();
// 10. RuVector integration
console.log('10. RuVector Vector Storage:');
console.log('─'.repeat(70));
console.log(' Arbitrage opportunities as feature vectors:');
console.log();
if (uniqueOpps.length > 0) {
const opp = uniqueOpps[0];
const featureVector = [
opp.profitBps / 100,
opp.type === 'simple' ? 1 : opp.type === 'triangular' ? 2 : 3,
(opp.totalLatencyMs || 50) / 1000,
opp.gasCostBps ? opp.gasCostBps / 100 : 0,
opp.atomic ? 1 : 0
];
console.log(` Opportunity vector:`);
console.log(` [${featureVector.map(v => v.toFixed(3)).join(', ')}]`);
console.log();
console.log(' Dimensions: [profit, type, latency, gas_cost, atomic]');
}
console.log();
console.log(' Use cases:');
console.log(' - Pattern recognition for recurring opportunities');
console.log(' - Similar opportunity retrieval');
console.log(' - Historical profitability analysis');
console.log();
console.log('═'.repeat(70));
console.log('Cross-exchange atomic arbitrage analysis completed');
console.log('═'.repeat(70));
}
main().catch(console.error);