Skip to content

README.md

Latest commit

 

History

History
284 lines (204 loc) · 9.4 KB

README.md

File metadata and controls

284 lines (204 loc) · 9.4 KB
Raw

PowerTraderAI+ User Guide

Learn how to use PowerTraderAI+ for automated cryptocurrency trading with AI-powered price predictions.

Overview

PowerTraderAI+ is an advanced cryptocurrency trading bot that combines:

  • AI Price Prediction: Machine learning models for market forecasting
  • Automated Trading: Dollar-cost averaging (DCA) strategies
  • Risk Management: Comprehensive safety and security features
  • Real-time Monitoring: Live charts and performance tracking

Main Interface

Application Layout

┌─────────────────────────────────────────────────────────┐
│ PowerTraderAI+                                   [_][□][×]│
├─────────────────────────────────────────────────────────┤
│ File  Settings  Tools  Help                             │
├─────────────────────────────────────────────────────────┤
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐        │
│ │   Market    │ │  Trading    │ │   AI/ML     │        │
│ │    Data     │ │   Status    │ │ Predictions │        │
│ └─────────────┘ └─────────────┘ └─────────────┘        │
├─────────────────────────────────────────────────────────┤
│                                                         │
│                 Live Chart Area                         │
│                                                         │
├─────────────────────────────────────────────────────────┤
│ Status: Ready | Balance: $X.XX | Last Update: XX:XX    │
└─────────────────────────────────────────────────────────┘

Key Components

  1. Menu Bar: Access to settings, tools, and help
  2. Information Panels: Market data, trading status, AI predictions
  3. Live Chart: Real-time price charts with technical indicators
  4. Status Bar: Current application status and key metrics

Getting Started

First Launch

  1. Start Application:

    python pt_hub.py

  2. Setup Wizard: Complete initial configuration

    • Exchange API setup
    • Trading parameters
    • Security settings

  3. Verify Connections: Ensure all services are connected

Initial Configuration

Trading Parameters

  • Portfolio Balance: Starting capital amount
  • Risk Level: Conservative, Moderate, or Aggressive
  • DCA Settings: Investment frequency and amounts
  • Stop Loss: Maximum acceptable loss percentage

AI Model Settings

  • Prediction Window: 1-hour to 24-hour forecasts
  • Model Confidence: Minimum confidence threshold
  • Training Data: Historical data period for learning

Using the Charts

Chart Features

  • Real-time Updates: Live price data from KuCoin
  • Multiple Timeframes: 1m, 5m, 15m, 1h, 4h, 1d
  • Technical Indicators: Moving averages, RSI, MACD
  • Volume Analysis: Trading volume overlays
  • AI Predictions: Forecasted price movements

Chart Controls

  • Zoom: Mouse wheel or zoom buttons
  • Pan: Click and drag to move view
  • Timeframe: Select from dropdown menu
  • Indicators: Toggle technical analysis tools

Interpreting the Display

Price Chart Elements:
├── Candlesticks: OHLC price data
├── Volume Bars: Trading volume
├── Moving Averages: Trend indicators
├── Support/Resistance: Key price levels
└── AI Predictions: Forecasted movements

🤖 AI Trading Features

Price Prediction

The AI system analyzes:

  • Historical Price Data: Past price movements and patterns
  • Volume Analysis: Trading activity and liquidity
  • Technical Indicators: RSI, MACD, Bollinger Bands
  • Market Sentiment: News and social media indicators

Prediction Accuracy

  • Confidence Scores: 0-100% prediction reliability
  • Time Windows: Short-term (1-4h) and medium-term (1-7d)
  • Success Rate: Historical prediction accuracy tracking

Automated Trading

DCA Strategy

Dollar-Cost Averaging implementation:

  • Regular Intervals: Scheduled purchases (daily, weekly, monthly)
  • Smart Timing: AI-optimized entry points
  • Risk Management: Automatic position sizing
  • Market Conditions: Adjustment based on volatility

Trade Execution

  1. Signal Generation: AI identifies trading opportunities
  2. Risk Assessment: Position size and stop-loss calculation
  3. Order Placement: Automatic trade execution via Robinhood
  4. Monitoring: Continuous position tracking

Settings and Configuration

Accessing Settings

  • Menu: Settings → Preferences
  • Keyboard: Ctrl + ,
  • Right-click: Context menu on main interface

Key Settings Categories

Trading Settings

  • Default Coin: Primary cryptocurrency to trade
  • Portfolio Allocation: Percentage distribution
  • Risk Parameters: Maximum loss, position size
  • Trading Hours: Active trading schedule

AI/ML Settings

  • Model Selection: Choose prediction algorithms
  • Training Period: Historical data window
  • Confidence Threshold: Minimum prediction confidence
  • Update Frequency: Model retraining schedule

Display Settings

  • Theme: Light or dark mode
  • Chart Refresh: Update frequency (seconds)
  • Time Zone: Local time display
  • Notifications: Alert preferences

Configuration Files

PowerTraderAI+ stores settings in:

  • gui_settings.json: User interface preferences
  • trading_config.json: Trading parameters
  • ai_config.json: AI model settings

Monitoring Performance

Performance Metrics

Track your trading success with:

  • Total Return: Overall portfolio performance
  • Win Rate: Percentage of profitable trades
  • Average Trade: Mean profit/loss per trade
  • Sharpe Ratio: Risk-adjusted returns

Real-time Monitoring

  • Live P&L: Current profit/loss status
  • Active Positions: Open trades and their status
  • Recent Trades: Trade history and outcomes
  • Market Data: Current price and volume

Reports and Analytics

Generate detailed reports:

  • Daily Performance: Day-by-day results
  • Monthly Summary: Comprehensive monthly analysis
  • AI Accuracy: Prediction success tracking
  • Risk Analysis: Drawdown and volatility metrics

Tools and Utilities

Built-in Tools

  1. Paper Trading: Test strategies without real money
  2. Backtesting: Test on historical data
  3. Risk Calculator: Position sizing and stop-loss tools
  4. Market Scanner: Find trading opportunities

External Integrations

  • KuCoin: Real-time market data
  • Robinhood: Trade execution and portfolio
  • News APIs: Market sentiment analysis
  • Social Media: Sentiment tracking

Safety Features

Risk Management

  • Stop Loss Orders: Automatic loss limitation
  • Position Limits: Maximum investment per trade
  • Daily Loss Limits: Maximum daily drawdown
  • Margin Requirements: Leverage restrictions

Security Measures

  • API Key Encryption: Secure credential storage
  • Session Timeouts: Automatic security logouts
  • Audit Logging: Complete trade history
  • Backup Systems: Data protection and recovery

Emergency Procedures

Emergency Stop

Immediate halt of all trading:

  1. Click "Emergency Stop" button (red)
  2. Or press Ctrl + Alt + S
  3. Confirm shutdown in dialog box

Manual Override

Take manual control:

  • Disable AI trading: Settings → AI → Disable
  • Switch to manual mode: Trading → Manual Mode
  • Close positions: Trading → Close All Positions

System Recovery

If application crashes:

  1. Restart application: python pt_hub.py
  2. Check log files in logs/ directory
  3. Verify position status via Robinhood
  4. Contact support if needed

Support and Help

Getting Help

  • Built-in Help: Press F1 or Help → Documentation
  • Error Messages: Check status bar and logs
  • GitHub Issues: Report bugs and request features
  • Community: Discord server for user support

Troubleshooting

Common issues and solutions:

  • Connection Problems: Check internet and API status
  • Trade Failures: Verify account balance and permissions
  • Performance Issues: Monitor system resources
  • Data Issues: Clear cache and restart

Log Files

Monitor application health:

  • logs/powertrader.log: General application logs
  • logs/trading.log: Trade execution logs
  • logs/ai.log: AI model logs
  • logs/error.log: Error and exception logs

Next Steps