EdgeLab CLI - Algorithmic trading strategy analysis platform
Project description
EdgeLab CLI
Algorithmic Trading Strategy Analysis Platform
EdgeLab CLI is a Python package for developing, testing, and analyzing algorithmic trading strategies using server-side backtesting and machine learning optimization.
🚀 Quick Start
# Install
pip install edgelab
# Sign up
edgelab auth signup
# Login
edgelab auth login
# Create workspace
edgelab init my-strategies
# Analyze strategy
cd my-strategies
edgelab analyze strategies/simple_rsi.py SPY 2023-01-01 2023-12-31
✨ Features
- 🔬 Server-Side Analysis - No local compute needed, runs on EdgeLab Cloud
- 📊 4 Analysis Engines - Backtest, Walk-Forward, Monte Carlo, Stress Testing
- 🤖 ML Optimization - Automatic parameter tuning using XGBoost
- 📈 Multiple Symbols - Test strategies across multiple stocks simultaneously
- 🎨 Rich Terminal UI - Beautiful formatted output with progress bars
- 🔐 Secure - JWT authentication, encrypted API communication
📦 Installation
pip install edgelab
Requirements:
- Python 3.11+
- Internet connection (for API access)
🎯 Usage
Authentication
# Create account
edgelab auth signup
# Login
edgelab auth login
# Check status
edgelab auth whoami
# Logout
edgelab auth logout
Workspace
# Initialize workspace with example strategies
edgelab init my-strategies
# Creates:
# my-strategies/
# ├── strategies/
# │ ├── simple_rsi.py
# │ ├── ema_crossover.py
# │ └── orb_breakout.py
# └── results/
Strategy Analysis
# Single symbol
edgelab analyze strategies/my_rsi.py SPY 2023-01-01 2023-12-31
# Multiple symbols
edgelab analyze strategies/my_rsi.py SPY,TSLA,NVDA 2023-01-01 2023-12-31
# With ML optimization
edgelab analyze --ml strategies/my_ml_rsi.py SPY,QQQ,AAPL 2023-01-01 2023-12-31
# Different resolution
edgelab analyze --resolution 15m strategies/my_rsi.py SPY 2023-01-01 2023-12-31
Results Management
# List all analysis runs
edgelab results list
# Show detailed results
edgelab results show <workflow-id>
Strategy Management
# List all your strategies
edgelab strategies list
# Show strategy details
edgelab strategies show my_rsi v1
📝 Writing Strategies
from edgelab.core import Strategy, Bar, SignalType, Indicators
class MyRSI(Strategy):
@property
def name(self) -> str:
return "my_rsi"
@property
def version(self) -> str:
return "v1"
def on_bar(self, bar: Bar) -> SignalType | None:
rsi = Indicators.rsi(bar.close, period=14)
if rsi < 30:
return SignalType.LONG
elif rsi > 70:
return SignalType.SHORT
else:
return None
def stop_loss(self, entry_price: float) -> float:
return entry_price * 0.98 # 2% stop
def take_profit(self, entry_price: float) -> float:
return entry_price * 1.05 # 5% profit
🤖 ML Optimization
from edgelab.core import Strategy, Bar, SignalType, Indicators
from edgelab.ml import ml_optimizable, param_range
@ml_optimizable
class MyMLStrategy(Strategy):
rsi_period = param_range(10, 20, default=14, step=2)
oversold = param_range(20, 40, default=30, step=5)
# ... rest of strategy
📚 Documentation
Full documentation: https://docs.edgelab.com
🆘 Support
- GitHub Issues: https://github.com/yourusername/edgelab-cli/issues
- Email: support@edgelab.com
📄 License
MIT License - see LICENSE file for details
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