Spaces:
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Running
<html lang="en"> | |
<head> | |
<meta charset="UTF-8"> | |
<meta name="viewport" content="width=device-width, initial-scale=1.0"> | |
<title>Sui AI Trading Agent Prototype</title> | |
<script src="https://cdn.tailwindcss.com"></script> | |
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css"> | |
<style> | |
/* Custom styles for trading chart and animations */ | |
@keyframes pulse { | |
0%, 100% { opacity: 1; } | |
50% { opacity: 0.5; } | |
} | |
.trading-chart { | |
background: linear-gradient(135deg, #1e293b 0%, #0f172a 100%); | |
border-radius: 0.75rem; | |
position: relative; | |
overflow: hidden; | |
} | |
.chart-line { | |
position: absolute; | |
height: 2px; | |
background: #3b82f6; | |
width: 100%; | |
top: 50%; | |
transform-origin: left center; | |
} | |
.price-marker { | |
position: absolute; | |
width: 6px; | |
height: 6px; | |
background: #ec4899; | |
border-radius: 50%; | |
transform: translate(-50%, -50%); | |
} | |
.ai-thinking { | |
animation: pulse 1.5s infinite; | |
} | |
/* Custom scrollbar */ | |
::-webkit-scrollbar { | |
width: 8px; | |
} | |
::-webkit-scrollbar-track { | |
background: #1e293b; | |
} | |
::-webkit-scrollbar-thumb { | |
background: #3b82f6; | |
border-radius: 4px; | |
} | |
</style> | |
</head> | |
<body class="bg-gray-900 text-gray-100 min-h-screen"> | |
<!-- Top Navigation --> | |
<nav class="bg-gray-800 py-4 px-6 flex justify-between items-center sticky top-0 z-50"> | |
<div class="flex items-center space-x-4"> | |
<div class="text-2xl font-bold text-blue-400 flex items-center"> | |
<i class="fas fa-robot mr-2"></i> | |
<span>SuiAI Trader</span> | |
</div> | |
<div class="hidden md:flex space-x-6"> | |
<a href="#" class="hover:text-blue-400 transition">Dashboard</a> | |
<a href="#" class="hover:text-blue-400 transition">Strategies</a> | |
<a href="#" class="hover:text-blue-400 transition">History</a> | |
<a href="#" class="hover:text-blue-400 transition">Analytics</a> | |
</div> | |
</div> | |
<div class="flex items-center space-x-4"> | |
<div class="hidden md:block px-4 py-2 bg-gray-700 rounded-full text-sm"> | |
<span class="text-green-400"><i class="fas fa-circle text-xs mr-1"></i> Connected</span> | |
<span class="text-gray-300 ml-2">Sui Testnet</span> | |
</div> | |
<button class="bg-blue-600 hover:bg-blue-700 px-4 py-2 rounded-full text-sm font-medium transition"> | |
<i class="fas fa-wallet mr-1"></i> 0x3f...4a2b | |
</button> | |
<button class="md:hidden text-gray-300 hover:text-white"> | |
<i class="fas fa-bars text-xl"></i> | |
</button> | |
</div> | |
</nav> | |
<div class="container mx-auto px-4 py-8"> | |
<!-- Header and Stats --> | |
<div class="mb-8"> | |
<h1 class="text-3xl font-bold mb-2">AI Trading Dashboard</h1> | |
<p class="text-gray-400 mb-6">Automated trading powered by machine learning on the Sui blockchain</p> | |
<div class="grid grid-cols-1 md:grid-cols-4 gap-4 mb-6"> | |
<div class="bg-gray-800 p-4 rounded-lg border-l-4 border-blue-500"> | |
<div class="text-gray-400 text-sm mb-1">Portfolio Value</div> | |
<div class="text-2xl font-bold">$24,857.42</div> | |
<div class="text-green-400 text-sm mt-1"><i class="fas fa-arrow-up mr-1"></i>+12.4% (7d)</div> | |
</div> | |
<div class="bg-gray-800 p-4 rounded-lg border-l-4 border-purple-500"> | |
<div class="text-gray-400 text-sm mb-1">Active Bots</div> | |
<div class="text-2xl font-bold">3</div> | |
<div class="text-green-400 text-sm mt-1"><i class="fas fa-circle text-xs mr-1"></i> All running</div> | |
</div> | |
<div class="bg-gray-800 p-4 rounded-lg border-l-4 border-green-500"> | |
<div class="text-gray-400 text-sm mb-1">24h Trades</div> | |
<div class="text-2xl font-bold">47</div> | |
<div class="text-blue-400 text-sm mt-1">+18.2% from yesterday</div> | |
</div> | |
<div class="bg-gray-800 p-4 rounded-lg border-l-4 border-yellow-500"> | |
<div class="text-gray-400 text-sm mb-1">Success Rate</div> | |
<div class="text-2xl font-bold">85.7%</div> | |
<div class="text-green-400 text-sm mt-1">AI Score: 92/100</div> | |
</div> | |
</div> | |
</div> | |
<div class="grid grid-cols-1 lg:grid-cols-3 gap-8"> | |
<!-- Main Trading Interface --> | |
<div class="lg:col-span-2"> | |
<!-- Trading Chart --> | |
<div class="trading-chart h-80 mb-6 p-4 relative"> | |
<div class="absolute top-4 left-4 z-10"> | |
<div class="text-white font-bold">SUI/USDT</div> | |
<div class="text-green-400 text-2xl">$1.2467 <span class="text-sm ml-1">+2.34%</span></div> | |
</div> | |
<div class="absolute top-4 right-4 z-10 flex space-x-2"> | |
<button class="bg-gray-700 hover:bg-gray-600 px-3 py-1 rounded text-xs">1H</button> | |
<button class="bg-blue-600 px-3 py-1 rounded text-xs">6H</button> | |
<button class="bg-gray-700 hover:bg-gray-600 px-3 py-1 rounded text-xs">1D</button> | |
<button class="bg-gray-700 hover:bg-gray-600 px-3 py-1 rounded text-xs">1W</button> | |
</div> | |
<!-- Simulated chart line with dynamic points --> | |
<div class="chart-line" style="transform: rotate(-5deg);"></div> | |
<div class="absolute w-full h-full" id="chartPoints"></div> | |
<!-- AI Analysis Overlay --> | |
<div class="absolute bottom-4 left-4 right-4 bg-black bg-opacity-50 p-3 rounded-lg flex items-center"> | |
<div class="bg-blue-600 p-2 rounded-full mr-3 ai-thinking"> | |
<i class="fas fa-brain text-white"></i> | |
</div> | |
<div class="text-sm"> | |
<div class="font-medium">AI Analysis: Bullish Momentum</div> | |
<div class="text-gray-300 text-xs">Detected positive sentiment (72%) with increasing volume. Recommended action: BUY with 0.3% stop-loss.</div> | |
</div> | |
</div> | |
</div> | |
<!-- Trading Controls --> | |
<div class="bg-gray-800 rounded-lg p-6 mb-6"> | |
<h2 class="text-xl font-semibold mb-4 flex items-center"> | |
<i class="fas fa-sliders-h mr-2 text-blue-400"></i> | |
Trading Configuration | |
</h2> | |
<div class="grid grid-cols-1 md:grid-cols-2 gap-6"> | |
<!-- Strategy Selection --> | |
<div> | |
<label class="block text-gray-400 text-sm mb-2">Trading Strategy</label> | |
<div class="relative"> | |
<select class="bg-gray-700 border border-gray-600 rounded-lg px-4 py-2 w-full appearance-none focus:outline-none focus:ring-2 focus:ring-blue-500 pr-8"> | |
<option>Machine Learning Trend</option> | |
<option>Mean Reversion</option> | |
<option>Arbitrage Bot</option> | |
<option>News Sentiment</option> | |
<option>Custom Strategy</option> | |
</select> | |
<div class="absolute right-3 top-3 text-gray-400"> | |
<i class="fas fa-chevron-down"></i> | |
</div> | |
</div> | |
</div> | |
<!-- Risk Level --> | |
<div> | |
<label class="block text-gray-400 text-sm mb-2">Risk Tolerance</label> | |
<div class="flex items-center"> | |
<input type="range" min="1" max="5" value="3" class="w-full h-2 bg-gray-700 rounded-lg appearance-none cursor-pointer"> | |
<div class="ml-3 text-xs text-gray-300"> | |
<span class="font-medium text-blue-400">Balanced</span> | |
<div>(3/5)</div> | |
</div> | |
</div> | |
</div> | |
<!-- Trading Pairs --> | |
<div> | |
<label class="block text-gray-400 text-sm mb-2">Trading Pairs</label> | |
<div class="flex flex-wrap gap-2"> | |
<button class="bg-blue-600 px-3 py-1 rounded-full text-xs">SUI/USDT</button> | |
<button class="bg-gray-700 hover:bg-gray-600 px-3 py-1 rounded-full text-xs">BTC/USDT</button> | |
<button class="bg-gray-700 hover:bg-gray-600 px-3 py-1 rounded-full text-xs">ETH/USDT</button> | |
<button class="bg-gray-700 hover:bg-gray-600 px-3 py-1 rounded-full text-xs">+ Add</button> | |
</div> | |
</div> | |
<!-- Trading Mode --> | |
<div> | |
<label class="block text-gray-400 text-sm mb-2">Trading Mode</label> | |
<div class="flex space-x-2"> | |
<button id="autoMode" class="bg-green-600 hover:bg-green-700 px-4 py-2 rounded-lg font-medium text-sm"> | |
<i class="fas fa-robot mr-1"></i> Auto Trade | |
</button> | |
<button id="manualMode" class="bg-gray-700 hover:bg-gray-600 px-4 py-2 rounded-lg font-medium text-sm"> | |
<i class="fas fa-hand-paper mr-1"></i> Manual | |
</button> | |
</div> | |
</div> | |
</div> | |
<!-- Manual Trade Panel (hidden by default) --> | |
<div id="manualPanel" class="hidden mt-6 border-t border-gray-700 pt-4"> | |
<div class="grid grid-cols-1 md:grid-cols-3 gap-4"> | |
<div> | |
<label class="block text-gray-400 text-sm mb-2">Amount (SUI)</label> | |
<input type="text" value="100" class="bg-gray-700 border border-gray-600 rounded-lg px-4 py-2 w-full focus:outline-none focus:ring-2 focus:ring-blue-500"> | |
</div> | |
<div class="flex items-end space-x-2"> | |
<button class="bg-green-600 hover:bg-green-700 px-4 py-2 rounded-lg font-medium flex-1"> | |
<i class="fas fa-arrow-up mr-1"></i> Buy | |
</button> | |
<button class="bg-red-600 hover:bg-red-700 px-4 py-2 rounded-lg font-medium flex-1"> | |
<i class="fas fa-arrow-down mr-1"></i> Sell | |
</button> | |
</div> | |
<div> | |
<label class="block text-gray-400 text-sm mb-2">Slippage</label> | |
<div class="flex"> | |
<input type="text" value="0.5" class="bg-gray-700 border border-gray-600 rounded-l-lg px-4 py-2 w-full focus:outline-none focus:ring-2 focus:ring-blue-500"> | |
<span class="bg-gray-600 px-3 py-2 rounded-r-lg text-sm">%</span> | |
</div> | |
</div> | |
</div> | |
</div> | |
</div> | |
<!-- Recent Transactions (Blockchain Explorer) --> | |
<div class="bg-gray-800 rounded-lg p-6"> | |
<h2 class="text-xl font-semibold mb-4 flex items-center"> | |
<i class="fas fa-link mr-2 text-purple-400"></i> | |
Recent Blockchain Transactions | |
</h2> | |
<div class="overflow-x-auto"> | |
<table class="w-full"> | |
<thead> | |
<tr class="text-gray-400 text-sm border-b border-gray-700"> | |
<th class="pb-2 text-left">Transaction ID</th> | |
<th class="pb-2 text-left">Action</th> | |
<th class="pb-2 text-right">Amount</th> | |
<th class="pb-2 text-right">Status</th> | |
</tr> | |
</thead> | |
<tbody> | |
<tr class="text-sm border-b border-gray-700 hover:bg-gray-700"> | |
<td class="py-3 text-blue-400">0x4a2...c3e1</td> | |
<td class="py-3">AI Trade: Sell SUI</td> | |
<td class="py-3 text-right">150 SUI</td> | |
<td class="py-3 text-right"><span class="bg-green-900 text-green-400 px-2 py-1 rounded-full text-xs">Confirmed</span></td> | |
</tr> | |
<tr class="text-sm border-b border-gray-700 hover:bg-gray-700"> | |
<td class="py-3 text-blue-400">0x8b3...d5f7</td> | |
<td class="py-3">AI Trade: Buy SUI</td> | |
<td class="py-3 text-right">200 SUI</td> | |
<td class="py-3 text-right"><span class="bg-green-900 text-green-400 px-2 py-1 rounded-full text-xs">Confirmed</span></td> | |
</tr> | |
<tr class="text-sm border-b border-gray-700 hover:bg-gray-700"> | |
<td class="py-3 text-blue-400">0x1e9...7a2d</td> | |
<td class="py-3">Funds Deposit</td> | |
<td class="py-3 text-right">1000 USDT</td> | |
<td class="py-3 text-right"><span class="bg-yellow-900 text-yellow-400 px-2 py-1 rounded-full text-xs">Pending</span></td> | |
</tr> | |
<tr class="text-sm hover:bg-gray-700"> | |
<td class="py-3 text-blue-400">0x6f2...9e10</td> | |
<td class="py-3">AI Trade: Buy BTC</td> | |
<td class="py-3 text-right">0.02 BTC</td> | |
<td class="py-3 text-right"><span class="bg-green-900 text-green-400 px-2 py-1 rounded-full text-xs">Confirmed</span></td> | |
</tr> | |
</tbody> | |
</table> | |
</div> | |
</div> | |
</div> | |
<!-- Right Sidebar --> | |
<div> | |
<!-- Portfolio Summary --> | |
<div class="bg-gray-800 rounded-lg p-6 mb-6"> | |
<h2 class="text-xl font-semibold mb-4 flex items-center"> | |
<i class="fas fa-wallet mr-2 text-yellow-400"></i> | |
Portfolio | |
</h2> | |
<div class="space-y-4"> | |
<div class="flex items-center justify-between"> | |
<div class="flex items-center"> | |
<div class="bg-blue-600 p-2 rounded-full mr-3"> | |
<i class="fas fa-coins text-white"></i> | |
</div> | |
<div> | |
<div class="font-medium">SUI</div> | |
<div class="text-gray-400 text-sm">5,342.21 SUI</div> | |
</div> | |
</div> | |
<div class="text-right"> | |
<div class="font-medium">$6,658.09</div> | |
<div class="text-green-400 text-sm">+4.2%</div> | |
</div> | |
</div> | |
<div class="flex items-center justify-between"> | |
<div class="flex items-center"> | |
<div class="bg-green-600 p-2 rounded-full mr-3"> | |
<i class="fab fa-ethereum text-white"></i> | |
</div> | |
<div> | |
<div class="font-medium">ETH</div> | |
<div class="text-gray-400 text-sm">2.43 ETH</div> | |
</div> | |
</div> | |
<div class="text-right"> | |
<div class="font-medium">$4,187.52</div> | |
<div class="text-red-400 text-sm">-1.7%</div> | |
</div> | |
</div> | |
<div class="flex items-center justify-between"> | |
<div class="flex items-center"> | |
<div class="bg-orange-500 p-2 rounded-full mr-3"> | |
<i class="fab fa-bitcoin text-white"></i> | |
</div> | |
<div> | |
<div class="font-medium">BTC</div> | |
<div class="text-gray-400 text-sm">0.042 BTC</div> | |
</div> | |
</div> | |
<div class="text-right"> | |
<div class="font-medium">$1,258.11</div> | |
<div class="text-green-400 text-sm">+8.3%</div> | |
</div> | |
</div> | |
<div class="flex items-center justify-between"> | |
<div class="flex items-center"> | |
<div class="bg-gray-500 p-2 rounded-full mr-3"> | |
<i class="fas fa-dollar-sign text-white"></i> | |
</div> | |
<div> | |
<div class="font-medium">USDT</div> | |
<div class="text-gray-400 text-sm">12,753.42 USDT</div> | |
</div> | |
</div> | |
<div class="text-right"> | |
<div class="font-medium">$12,753.42</div> | |
<div class="text-gray-400 text-sm">0.0%</div> | |
</div> | |
</div> | |
</div> | |
<div class="mt-6 pt-4 border-t border-gray-700"> | |
<button class="w-full bg-blue-600 hover:bg-blue-700 py-2 rounded-lg font-medium"> | |
<i class="fas fa-plus mr-1"></i> Deposit Funds | |
</button> | |
<button class="w-full bg-gray-700 hover:bg-gray-600 py-2 rounded-lg font-medium mt-2"> | |
<i class="fas fa-external-link-alt mr-1"></i> Withdraw | |
</button> | |
</div> | |
</div> | |
<!-- Active Bots --> | |
<div class="bg-gray-800 rounded-lg p-6 mb-6"> | |
<h2 class="text-xl font-semibold mb-4 flex items-center"> | |
<i class="fas fa-robot mr-2 text-red-400"></i> | |
Active Trading Bots | |
</h2> | |
<div class="space-y-4"> | |
<div class="bg-gray-700 p-4 rounded-lg"> | |
<div class="flex justify-between items-start mb-2"> | |
<div> | |
<div class="font-medium">ML Trend Follower</div> | |
<div class="text-gray-400 text-sm">SUI/USDT</div> | |
</div> | |
<div class="bg-green-600 px-2 py-1 rounded-full text-xs">Running</div> | |
</div> | |
<div class="flex justify-between text-sm mt-3"> | |
<div> | |
<div class="text-gray-400">24h Trades</div> | |
<div class="font-medium">12</div> | |
</div> | |
<div> | |
<div class="text-gray-400">Win Rate</div> | |
<div class="font-medium text-green-400">83%</div> | |
</div> | |
<div> | |
<div class="text-gray-400">Profit</div> | |
<div class="font-medium">+$324.21</div> | |
</div> | |
</div> | |
</div> | |
<div class="bg-gray-700 p-4 rounded-lg"> | |
<div class="flex justify-between items-start mb-2"> | |
<div> | |
<div class="font-medium">Arbitrage Scanner</div> | |
<div class="text-gray-400 text-sm">Multi-pair</div> | |
</div> | |
<div class="bg-green-600 px-2 py-1 rounded-full text-xs">Running</div> | |
</div> | |
<div class="flex justify-between text-sm mt-3"> | |
<div> | |
<div class="text-gray-400">24h Trades</div> | |
<div class="font-medium">24</div> | |
</div> | |
<div> | |
<div class="text-gray-400">Win Rate</div> | |
<div class="font-medium text-green-400">92%</div> | |
</div> | |
<div> | |
<div class="text-gray-400">Profit</div> | |
<div class="font-medium">+$187.43</div> | |
</div> | |
</div> | |
</div> | |
<div class="bg-gray-700 p-4 rounded-lg"> | |
<div class="flex justify-between items-start mb-2"> | |
<div> | |
<div class="font-medium">News Sentiment</div> | |
<div class="text-gray-400 text-sm">Top 10 Coins</div> | |
</div> | |
<div class="bg-green-600 px-2 py-1 rounded-full text-xs">Running</div> | |
</div> | |
<div class="flex justify-between text-sm mt-3"> | |
<div> | |
<div class="text-gray-400">24h Trades</div> | |
<div class="font-medium">11</div> | |
</div> | |
<div> | |
<div class="text-gray-400">Win Rate</div> | |
<div class="font-medium text-green-400">73%</div> | |
</div> | |
<div> | |
<div class="text-gray-400">Profit</div> | |
<div class="font-medium">+$143.75</div> | |
</div> | |
</div> | |
</div> | |
</div> | |
<button class="w-full bg-gray-700 hover:bg-gray-600 py-2 rounded-lg font-medium mt-4"> | |
<i class="fas fa-plus mr-1"></i> Create New Bot | |
</button> | |
</div> | |
<!-- System Architecture Diagram --> | |
<div class="bg-gray-800 rounded-lg p-6"> | |
<h2 class="text-xl font-semibold mb-4 flex items-center"> | |
<i class="fas fa-project-diagram mr-2 text-purple-400"></i> | |
System Architecture | |
</h2> | |
<div class="bg-gray-900 p-4 rounded-lg text-xs"> | |
<div class="flex justify-center mb-4"> | |
<div class="bg-blue-600 text-white px-3 py-2 rounded-lg text-center max-w-xs"> | |
<i class="fas fa-user"></i><br> | |
User Interface | |
</div> | |
</div> | |
<div class="flex justify-center mb-4"> | |
<div class="border-l-2 border-gray-600 h-6"></div> | |
</div> | |
<div class="grid grid-cols-3 gap-2 mb-4"> | |
<div class="bg-purple-600 text-white px-2 py-1 rounded-lg text-center"> | |
<i class="fas fa-brain"></i><br> | |
AI Engine | |
</div> | |
<div class="bg-green-600 text-white px-2 py-1 rounded-lg text-center"> | |
<i class="fas fa-exchange-alt"></i><br> | |
Trading Logic | |
</div> | |
<div class="bg-yellow-600 text-white px-2 py-1 rounded-lg text-center"> | |
<i class="fas fa-database"></i><br> | |
Data Feed | |
</div> | |
</div> | |
<div class="flex justify-center mb-4"> | |
<div class="border-l-2 border-gray-600 h-6"></div> | |
</div> | |
<div class="flex justify-center"> | |
<div class="bg-red-600 text-white px-3 py-2 rounded-lg text-center max-w-xs"> | |
<i class="fas fa-cube"></i><br> | |
Sui Blockchain | |
</div> | |
</div> | |
</div> | |
</div> | |
</div> | |
</div> | |
<!-- Code Samples Section --> | |
<div class="mt-12 bg-gray-800 rounded-lg p-6"> | |
<h2 class="text-2xl font-bold mb-6">Technical Implementation</h2> | |
<div class="grid grid-cols-1 md:grid-cols-2 gap-8"> | |
<!-- Move Smart Contract Sample --> | |
<div> | |
<div class="flex items-center mb-4"> | |
<div class="bg-green-600 p-2 rounded-full mr-3"> | |
<i class="fas fa-file-contract text-white"></i> | |
</div> | |
<h3 class="text-xl font-semibold">Sui Move Smart Contract</h3> | |
</div> | |
<div class="bg-gray-900 rounded-lg p-4 overflow-x-auto"> | |
<pre class="text-green-400 text-sm"><code>module ai_trader::trading_contract { | |
use sui::tx_context::TxContext; | |
use sui::coin::{Coin, TreasuryCap}; | |
use sui::balance::{Self, Balance}; | |
use sui::transfer; | |
/// Global trading configuration shared by all users | |
struct GlobalConfig has key { | |
id: UID, | |
fee_percentage: u64, | |
treasury_cap: TreasuryCap<SUI> | |
} | |
/// User-specific trading account | |
struct TradingAccount has key { | |
id: UID, | |
owner: address, | |
balance: Balance<SUI>, | |
open_positions: vector<Position>, | |
trading_stats: TradingStats | |
} | |
/// Represents an open trading position | |
struct Position has store { | |
pair: String, | |
amount: u64, | |
entry_price: u64, | |
direction: bool, // true = long, false = short | |
timestamp: u64 | |
} | |
/// Initialize the trading contract | |
public entry fun init(ctx: &mut TxContext) { | |
let treasury_cap = treasury_policy::create_supply_limited( | |
1000000000, // max supply | |
18, // decimals | |
ctx | |
); | |
let config = GlobalConfig { | |
id: object::new(ctx), | |
fee_percentage: 10, // 0.1% | |
treasury_cap | |
}; | |
transfer::share_object(config); | |
} | |
/// Execute a trade through the AI agent | |
public entry fun execute_ai_trade( | |
config: &GlobalConfig, | |
account: &mut TradingAccount, | |
pair: String, | |
amount: u64, | |
is_buy: bool, | |
ctx: &mut TxContext | |
) { | |
// AI trading logic would be implemented here | |
// including price checking, risk management, etc. | |
// Charge trading fee | |
let fee = (amount * config.fee_percentage) / 10000; | |
let trade_amount = amount - fee; | |
// Update account balance | |
let coin = balance::withdraw(&mut account.balance, trade_amount); | |
// Execute trade (simplified for example) | |
if (is_buy) { | |
// Buy logic | |
} else { | |
// Sell logic | |
} | |
// Update trading stats | |
event::emit(AITradeEvent { | |
trader: tx_context::sender(ctx), | |
pair: pair, | |
amount: trade_amount, | |
is_buy: is_buy, | |
timestamp: tx_context::epoch(ctx) | |
}); | |
} | |
}</code></pre> | |
</div> | |
</div> | |
<!-- Python AI Logic Sample --> | |
<div> | |
<div class="flex items-center mb-4"> | |
<div class="bg-blue-600 p-2 rounded-full mr-3"> | |
<i class="fab fa-python text-white"></i> | |
</div> | |
<h3 class="text-xl font-semibold">Python AI Trading Logic</h3> | |
</div> | |
<div class="bg-gray-900 rounded-lg p-4 overflow-x-auto"> | |
<pre class="text-blue-400 text-sm"><code>import pandas as pd | |
import numpy as np | |
from sklearn.ensemble import RandomForestClassifier | |
from sui_sdk import SuiClient | |
class AITradingAgent: | |
def __init__(self, sui_client: SuiClient): | |
self.sui = sui_client | |
self.model = self._train_model() | |
def _train_model(self): | |
"""Train the AI model with historical data""" | |
# Load historical price data | |
data = pd.read_csv('historical_prices.csv') | |
data['returns'] = data['close'].pct_change() | |
# Create features | |
data['sma_50'] = data['close'].rolling(50).mean() | |
data['sma_200'] = data['close'].rolling(200).mean() | |
data['rsi'] = self._calculate_rsi(data['close']) | |
data = data.dropna() | |
# Create target (1 if next return is positive, 0 otherwise) | |
data['target'] = (data['returns'].shift(-1) > 0).astype(int) | |
# Train Random Forest classifier | |
features = ['sma_50', 'sma_200', 'rsi'] | |
X = data[features] | |
y = data['target'] | |
model = RandomForestClassifier(n_estimators=100) | |
model.fit(X, y) | |
return model | |
def analyze_market(self, pair: str): | |
"""Analyze market conditions and make a trading decision""" | |
# Fetch current market data | |
candles = self.sui.get_candles(pair, '1h', limit=300) | |
df = pd.DataFrame(candles) | |
# Calculate features for prediction | |
df['sma_50'] = df['close'].rolling(50).mean() | |
df['sma_200'] = df['close'].rolling(200).mean() | |
df['rsi'] = self._calculate_rsi(df['close']) | |
latest = df.iloc[-1] | |
# Make prediction | |
features = latest[['sma_50', 'sma_200', 'rsi']].values.reshape(1, -1) | |
proba = self.model.predict_proba(features)[0] | |
# Calculate confidence score | |
confidence = max(proba) * 100 | |
signal = 'BUY' if np.argmax(proba) == 1 else 'SELL' | |
return { | |
'pair': pair, | |
'signal': signal, | |
'confidence': confidence, | |
'current_price': latest['close'], | |
'recommended_size': self._calculate_position_size(confidence) | |
} | |
def execute_trade(self, decision): | |
"""Execute trade through Sui blockchain""" | |
# Prepare transaction | |
tx = { | |
'function': 'ai_trader::trading_contract::execute_ai_trade', | |
'arguments': [ | |
decision['pair'], | |
decision['recommended_size'], | |
decision['signal'] == 'BUY' | |
], | |
'gas_budget': 10000 | |
} | |
# Sign and execute transaction | |
result = self.sui.execute_transaction(tx) | |
return result | |
def _calculate_rsi(self, prices, window=14): | |
deltas = np.diff(prices) | |
seed = deltas[:window+1] | |
up = seed[seed >= 0].sum()/window | |
down = -seed[seed < 0].sum()/window | |
rs = up/down | |
rsi = np.zeros_like(prices) | |
rsi[:window] = 100. - 100./(1.+rs) | |
for i in range(window, len(prices)): | |
delta = deltas[i-1] | |
if delta > 0: | |
upval = delta | |
downval = 0. | |
else: | |
upval = 0. | |
downval = -delta | |
up = (up*(window-1) + upval)/window | |
down = (down*(window-1) + downval)/window | |
rs = up/down | |
rsi[i] = 100. - 100./(1.+rs) | |
return rsi | |
def _calculate_position_size(self, confidence): | |
"""Calculate position size based on confidence and risk management""" | |
base_size = 100 # Base size in SUI | |
risk_multiplier = confidence / 50 # Scale with confidence | |
return int(base_size * risk_multiplier)</code></pre> | |
</div> | |
</div> | |
</div> | |
</div> | |
</div> | |
<script> | |
// Generate random chart points | |
function generateChartPoints() { | |
const chartContainer = document.getElementById('chartPoints'); | |
chartContainer.innerHTML = ''; | |
const width = chartContainer.parentElement.clientWidth; | |
const height = chartContainer.parentElement.clientHeight; | |
// Generate a realistic price path | |
let x = 0; | |
let y = height / 2; | |
let angle = -0.2; | |
for (let i = 0; i < 40; i++) { | |
const point = document.createElement('div'); | |
point.className = 'price-marker'; | |
// Random angle change to simulate market movements | |
angle += (Math.random() - 0.5) * 0.3; | |
x += width / 30; | |
y += Math.sin(angle) * 10; | |
point.style.left = `${x}px`; | |
point.style.top = `${y}px`; | |
chartContainer.appendChild(point); | |
// Connect points with lines | |
if (i > 0) { | |
const line = document.createElement('div'); | |
line.className = 'absolute bg-blue-500 h-0.5'; | |
line.style.left = `${prevX}px`; | |
line.style.top = `${prevY}px`; | |
line.style.width = `${Math.sqrt(Math.pow(x - prevX, 2) + Math.pow(y - prevY, 2))}px`; | |
line.style.transform = `rotate(${Math.atan2(y - prevY, x - prevX)}rad)`; | |
line.style.transformOrigin = '0 0'; | |
chartContainer.appendChild(line); | |
} | |
prevX = x; | |
prevY = y; | |
} | |
} | |
// Toggle manual trading panel | |
document.getElementById('manualMode').addEventListener('click', function() { | |
this.classList.remove('bg-gray-700', 'hover:bg-gray-600'); | |
this.classList.add('bg-blue-600', 'hover:bg-blue-700'); | |
document.getElementById('autoMode').classList.remove('bg-blue-600', 'hover:bg-blue-700'); | |
document.getElementById('autoMode').classList.add('bg-gray-700', 'hover:bg-gray-600'); | |
document.getElementById('manualPanel').classList.remove('hidden'); | |
}); | |
document.getElementById('autoMode').addEventListener('click', function() { | |
this.classList.remove('bg-gray-700', 'hover:bg-gray-600'); | |
this.classList.add('bg-green-600', 'hover:bg-green-700'); | |
document.getElementById('manualMode').classList.remove('bg-blue-600', 'hover:bg-blue-700'); | |
document.getElementById('manualMode').classList.add('bg-gray-700', 'hover:bg-gray-600'); | |
document.getElementById('manualPanel').classList.add('hidden'); | |
}); | |
// Initialize the chart | |
window.addEventListener('load', generateChartPoints); | |
window.addEventListener('resize', generateChartPoints); | |
</script> | |
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