diff --git a/README_Prometheus.md b/README_Prometheus.md new file mode 100644 index 0000000..dad1d58 --- /dev/null +++ b/README_Prometheus.md @@ -0,0 +1,358 @@ +# VSVTrend: An Intelligent, Adaptive Trading Strategy for TradingView + +## Project Overview + +VSVTrend is an advanced trading strategy script designed for TradingView, offering a sophisticated approach to financial market analysis and trading. The project aims to develop a highly adaptable and intelligent trading indicator that can be used across various financial markets and timeframes. + +### Core Purpose +The primary goal of VSVTrend is to create an "alpha indicator" strategy that provides traders with a robust, flexible, and intelligent trading tool. By combining multiple technical analysis techniques and innovative filtering mechanisms, the strategy seeks to: +- Minimize false trading signals +- Provide adaptive risk management +- Offer customizable trading parameters +- Support comprehensive backtesting + +### Key Features +- **Adaptive Trading Mechanism**: Utilizes Supertrend indicator with configurable parameters +- **Flexible Strategy Control**: + - On/Off toggle for the entire strategy + - Optional Supertrend filter + - Configurable stop loss and take profit percentages +- **Risk Management**: + - Percentage-based equity allocation + - Automatic stop loss and take profit exits +- **Versatility**: Compatible with multiple timeframes and financial instruments +- **Continuous Improvement**: Open-source approach encouraging community contributions and refinement + +## Getting Started + +### Quick Start for TradingView + +To quickly start using the VSVTrend Strategy: + +1. Open TradingView +2. Navigate to the Pine Editor +3. Create a new script +4. Copy and paste the entire content of `VSVTrend.pine` +5. Compile and add the strategy to your chart + +### Basic Configuration + +The strategy offers several configurable parameters: + +- `Strategy ON/OFF`: Toggle the entire strategy on or off +- `Supertrend filter`: Enable/disable the Supertrend filter +- `ATR period`: Adjust the Average True Range period (default: 10) +- `Factor`: Modify the Supertrend sensitivity (default: 3.0) +- `Stop Loss`: Set stop loss percentage (default: 1.5%) +- `Take Profit`: Set take profit percentage (default: 3.0%) + +### Quick Usage Guidelines + +- The strategy works on all timeframes +- Compatible with long and short trading positions +- Visual Supertrend indicator helps identify market trends +- Adjust parameters to match your trading style and risk tolerance + +### Compatibility + +- Platform: TradingView +- Pine Script Version: 5 +- Recommended for experienced traders and algorithmic trading enthusiasts + +## Installation and Setup + +### Prerequisites +- TradingView Pine Script v5 compatible account +- Active TradingView subscription recommended for full strategy utilization + +### Installation +1. Open TradingView Pine Editor +2. Create a new Pine Script +3. Copy and paste the entire contents of `VSVTrend.pine` into the editor +4. Compile the script by clicking "Add to Chart" + +### Configuration Options +The strategy provides several configurable inputs: +- `Strategy ON/OFF`: Toggle the entire strategy +- `Supertrend filter`: Enable/disable Supertrend technical indicator filter +- `ATR period`: Adjust the Average True Range calculation period (default: 10) +- `Factor`: Supertrend sensitivity factor (default: 3.0) +- `Stop Loss`: Set stop loss percentage (default: 1.5%) +- `Take Profit`: Set take profit percentage (default: 3.0%) + +### Usage Notes +- Compatible with all trading instrument timeframes +- Recommended to backtest thoroughly before live trading +- Adjust input parameters based on your specific trading requirements and risk tolerance + +### Deployment +- No separate deployment required; strategy is directly implemented in TradingView +- Simply add the script to your chart after copying the code + +## Dataset + +### Data Source and Structure + +This project utilizes financial trading data directly from the TradingView platform's Pine Script environment. The strategy is designed to work with: + +- Financial market price data +- Supports all timeframes and asset classes +- Uses internal TradingView data feeds + +#### Key Data Components +- Price data (open, close, high, low) +- Adaptive indicators +- Supertrend filter metrics +- ATR (Average True Range) calculations + +#### Data Parameters +- ATR Period: Configurable (default: 10) +- Supertrend Factor: Configurable (default: 3.0) + +*Note: No external dataset is bundled with this repository. The strategy dynamically processes market data during runtime.* + +## Model Architecture and Training + +### Model Architecture and Trading Strategy + +#### Strategy Overview +The VSVTrend strategy is implemented as a Pine Script strategy for TradingView, utilizing several key technical analysis components: + +##### Key Components +- **Supertrend Indicator**: Uses Average True Range (ATR) to determine market trends + - Configurable ATR period (default: 10) + - Configurable factor for trend sensitivity (default: 3.0) +- **Entry Conditions**: + - Long entry when Supertrend indicates an upward trend + - Short entry when Supertrend indicates a downward trend +- **Risk Management**: + - Configurable Stop Loss (default: 1.5%) + - Configurable Take Profit (default: 3.0%) + - Position sizing based on percentage of equity (default: 10%) + +#### Strategy Parameters +- **Strategy Toggle**: On/Off switch to enable/disable trading +- **Supertrend Filter**: Option to enable/disable Supertrend trend filtering +- **ATR Period**: Defines the lookback period for Average True Range calculation +- **ATR Factor**: Adjusts the sensitivity of the Supertrend indicator + +#### Training and Optimization +While a full machine learning training script is not present in the repository, the strategy offers flexibility through configurable parameters that can be fine-tuned based on backtesting results. + +##### Recommended Optimization Approach +1. Adjust parameters in TradingView's strategy tester +2. Validate performance across different timeframes +3. Experiment with ATR period and factor settings +4. Modify stop loss and take profit percentages + +**Note**: Future development may include an AI/ML module for false signal detection, as mentioned in the project description. + +## Evaluation and Results + +### Performance Metrics and Evaluation + +The VSVTrend strategy is implemented as a TradingView Pine Script, with built-in backtesting capabilities that allow for comprehensive performance evaluation. + +#### Key Evaluation Components +- **Backtesting Framework**: Integrated directly into the TradingView platform +- **Performance Parameters**: + - Entry/Exit Conditions: Based on Supertrend indicator direction + - Risk Management: Configurable Stop Loss and Take Profit percentages + - Stop Loss: Configurable, default set to 1.5% + - Take Profit: Configurable, default set to 3.0% + +#### Strategy Configuration for Evaluation +- Strategy Toggle: Can be turned on/off via `show_strategy` input +- Supertrend Filter: Optional, can be enabled/disabled with `use_supertrend` +- Configurable Parameters: + - ATR Period: Default 10 + - Supertrend Factor: Default 3.0 + - Position Size: 10% of equity per trade + +#### Recommended Evaluation Approach +1. Enable the strategy in TradingView Pine Editor +2. Apply to desired financial instrument and timeframe +3. Use TradingView's built-in Strategy Tester for comprehensive performance analysis +4. Adjust parameters to optimize performance across different market conditions + +**Note**: Actual performance will vary based on market conditions, selected financial instrument, and specific configuration parameters. + +## Inference / How to Use the Model + +## How to Use the Model + +### Strategy Deployment +This VSVTrend strategy is designed for TradingView and can be implemented directly in the Pine Script editor. + +### Configuration Options +The strategy provides several configurable inputs to customize its behavior: + +- **Strategy ON/OFF Toggle**: Enable or disable the entire strategy using the `show_strategy` input +- **Supertrend Filter**: Toggle the Supertrend filter with `use_supertrend` input +- **ATR Period**: Configure the Average True Range period (default: 10) +- **ATR Factor**: Adjust the Supertrend calculation factor (default: 3.0) +- **Stop Loss**: Set stop loss percentage (default: 1.5%) +- **Take Profit**: Set take profit percentage (default: 3.0%) + +### Inference Process +1. Open TradingView +2. Go to Pine Script Editor +3. Copy the entire contents of `VSVTrend.pine` +4. Paste into a new Pine Script strategy +5. Apply to desired chart/timeframe +6. Adjust input parameters as needed + +### Example Usage +```pine +// Default configuration +strategy("VSVTrend Strategy", + overlay=true, + default_qty_type=strategy.percent_of_equity, + default_qty_value=10) +``` + +### Recommendations +- Test strategy on different timeframes and assets +- Use backtesting to validate performance +- Adjust parameters based on specific trading requirements +- Monitor false signal detection through AI/ML module + +### Limitations +- Requires TradingView platform +- Performance may vary across different market conditions +- AI/ML false signal detection is experimental + +## Technologies Used + +### Programming Languages +- Pine Script (v5) +- Python + +### Development and Trading Platforms +- TradingView + +### Key Libraries and Frameworks +- TradingView Pine Script Standard Library + - Technical Analysis Functions (`ta` module) + - Supertrend Indicator + - ATR (Average True Range) + +### Trading and Analysis Tools +- Strategy Development +- Backtesting +- Technical Indicator Creation + +### Planned/Mentioned Machine Learning Tools +- Python-based ML framework (implied by ML module, but specific library not detailed in current files) + +## Project Structure + +The project contains the following key files: + +### Main Strategy File +- `VSVTrend.pine`: The primary Pine Script strategy implementation for TradingView. This script contains the core trading logic, including: + - Strategy configuration + - Input parameters (strategy on/off, Supertrend filter) + - Entry and exit conditions + - Take Profit and Stop Loss mechanisms + +### Project Files +- `README.md`: Project documentation and overview +- `LICENSE`: Licensing information for the project + +### Key Components +- Implements a trading strategy with configurable parameters +- Uses Supertrend indicator for trade signals +- Supports long and short trading conditions +- Includes custom Take Profit and Stop Loss settings + +## Contributing + +We welcome contributions to the VSVTrend Strategy! Here's how you can help improve the project: + +### Ways to Contribute +- Report bugs or suggest improvements by opening GitHub issues +- Submit pull requests with code enhancements +- Share your trading insights or strategy modifications +- Help improve the AI/ML false signal detection module + +### Development Setup +1. You'll need Pine Script v5 compatible environment (TradingView) +2. Basic understanding of trading strategies and Pine Script is recommended + +### Code Contribution Guidelines +- Follow existing code style in `VSVTrend.pine` +- Add comments to explain complex logic +- Test your changes thoroughly on different timeframes +- Ensure changes align with the project's goal of creating an "alpha indicator" strategy + +### Reporting Issues +- Use GitHub Issues to report bugs +- Include detailed information: + - TradingView version + - Pine Script version + - Specific error or unexpected behavior + - Steps to reproduce the issue + +### Testing +Currently, testing is primarily done through TradingView's built-in backtesting functionality: +- Use the strategy on different assets and timeframes +- Compare performance metrics +- Validate strategy logic and performance + +### Feature Requests +Have an idea to improve the strategy? Open an issue with: +- Detailed description of the proposed feature +- Potential implementation approach +- Expected benefits + +### Code of Conduct +- Be respectful and constructive +- Focus on collaborative improvement +- Welcome diverse perspectives on trading strategy development + +**Note:** This is an open-source project aimed at community-driven strategy enhancement. Your contributions are valuable! + +## License + +This project is licensed under the [MIT License](LICENSE). + +### License Details +- The MIT License is a permissive free software license that allows users to do almost anything with the project's code with limited restrictions +- You can use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the software +- The only requirement is to include the original copyright notice and the license text in any substantial portion of the software + +For the full license text, please see the [LICENSE](LICENSE) file in the repository. + +## Additional Notes + +### Performance Considerations +- The strategy is designed to work across various timeframes, offering flexibility for different trading styles. +- Default equity allocation is set to 10% per trade, which can be adjusted based on individual risk tolerance. + +### Customization Options +Traders can fine-tune the strategy through several input parameters: +- Strategy On/Off toggle +- Supertrend filter enable/disable +- ATR (Average True Range) period adjustment +- Supertrend factor modification +- Stop Loss percentage (default: 1.5%) +- Take Profit percentage (default: 3%) + +### Limitations and Considerations +- The strategy relies on the Supertrend indicator for trade signals +- Backtesting results may differ from live trading performance +- No guarantee of profitable trades; always use proper risk management + +### Future Development +The project is open to community contributions and continuous improvement. Potential areas of enhancement include: +- Refinement of AI/ML false signal detection +- Additional technical indicator integrations +- Enhanced risk management techniques + +### Disclaimer +This trading strategy is provided for educational and research purposes only. Trading involves significant financial risk, and users should: +- Thoroughly test the strategy +- Use appropriate risk management +- Never invest more than they can afford to lose +- Consult with a financial advisor before making investment decisions \ No newline at end of file