178 lines
7.9 KiB
Markdown
178 lines
7.9 KiB
Markdown
# Implementation Plan
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- [x] 1. Set up project structure and core interfaces
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- Create directory structure in `.\COBY` subfolder for the multi-exchange data aggregation system
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- Define base interfaces and data models for exchange connectors, data processing, and storage
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- Implement configuration management system with environment variable support
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- _Requirements: 1.1, 6.1, 7.3_
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- [ ] 2. Implement TimescaleDB integration and database schema
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- Create TimescaleDB connection manager with connection pooling
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- Implement database schema creation with hypertables for time-series optimization
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- Write database operations for storing order book snapshots and trade events
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- Create database migration system for schema updates
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- _Requirements: 3.1, 3.2, 3.3, 3.4_
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- [ ] 3. Create base exchange connector framework
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- Implement abstract base class for exchange WebSocket connectors
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- Create connection management with exponential backoff and circuit breaker patterns
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- Implement WebSocket message handling with proper error recovery
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- Add connection status monitoring and health checks
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- _Requirements: 1.1, 1.3, 1.4, 8.5_
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- [ ] 4. Implement Binance exchange connector
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- Create Binance-specific WebSocket connector extending the base framework
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- Implement order book depth stream subscription and processing
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- Add trade stream subscription for volume analysis
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- Implement data normalization from Binance format to standard format
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- Write unit tests for Binance connector functionality
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- _Requirements: 1.1, 1.2, 1.4, 6.2_
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- [ ] 5. Create data processing and normalization engine
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- Implement data processor for normalizing raw exchange data
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- Create validation logic for order book and trade data
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- Implement data quality checks and filtering
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- Add metrics calculation for order book statistics
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- Write comprehensive unit tests for data processing logic
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- _Requirements: 1.4, 6.3, 8.1_
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- [ ] 6. Implement price bucket aggregation system
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- Create aggregation engine for converting order book data to price buckets
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- Implement configurable bucket sizes ($10 for BTC, $1 for ETH)
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- Create heatmap data structure generation from price buckets
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- Implement real-time aggregation with high-frequency updates
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- Add volume-weighted aggregation calculations
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- _Requirements: 2.1, 2.2, 2.3, 2.4, 8.1, 8.2_
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- [ ] 7. Build Redis caching layer
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- Implement Redis connection manager with connection pooling
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- Create caching strategies for latest order book data and heatmaps
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- Implement cache invalidation and TTL management
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- Add cache performance monitoring and metrics
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- Write tests for caching functionality
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- _Requirements: 8.2, 8.3_
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- [ ] 8. Create live data API endpoints
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- Implement REST API for accessing current order book data
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- Create WebSocket API for real-time data streaming
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- Add endpoints for heatmap data retrieval
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- Implement API rate limiting and authentication
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- Create comprehensive API documentation
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- _Requirements: 4.1, 4.2, 4.4, 6.3_
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- [ ] 9. Implement web dashboard for visualization
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- Create HTML/CSS/JavaScript dashboard for real-time heatmap visualization
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- Implement WebSocket client for receiving real-time updates
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- Create progress bar visualization for aggregated price buckets
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- Add exchange status indicators and connection monitoring
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- Implement responsive design for different screen sizes
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- _Requirements: 4.1, 4.2, 4.3, 4.5_
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- [ ] 10. Build historical data replay system
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- Create replay manager for historical data playback
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- Implement configurable playback speeds and time range selection
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- Create replay session management with start/pause/stop controls
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- Implement data streaming interface compatible with live data format
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- Add replay status monitoring and progress tracking
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- _Requirements: 5.1, 5.2, 5.3, 5.4, 5.5_
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- [ ] 11. Create orchestrator integration interface
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- Implement data adapter that matches existing orchestrator interface
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- Create compatibility layer for seamless integration with current data provider
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- Add data quality indicators and metadata in responses
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- Implement switching mechanism between live and replay modes
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- Write integration tests with existing orchestrator code
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- _Requirements: 6.1, 6.2, 6.3, 6.4, 6.5_
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- [ ] 12. Add additional exchange connectors (Coinbase, Kraken)
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- Implement Coinbase Pro WebSocket connector with proper authentication
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- Create Kraken WebSocket connector with their specific message format
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- Add exchange-specific data normalization for both exchanges
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- Implement proper error handling for each exchange's quirks
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- Write unit tests for both new exchange connectors
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- _Requirements: 1.1, 1.2, 1.4_
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- [ ] 13. Implement remaining exchange connectors (Bybit, OKX, Huobi)
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- Create Bybit WebSocket connector with unified trading account support
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- Implement OKX connector with their V5 API WebSocket streams
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- Add Huobi Global connector with proper symbol mapping
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- Ensure all connectors follow the same interface and error handling patterns
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- Write comprehensive tests for all three exchange connectors
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- _Requirements: 1.1, 1.2, 1.4_
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- [ ] 14. Complete exchange connector suite (KuCoin, Gate.io, Bitfinex, MEXC)
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- Implement KuCoin connector with proper token-based authentication
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- Create Gate.io connector with their WebSocket v4 API
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- Add Bitfinex connector with proper channel subscription management
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- Implement MEXC connector with their WebSocket streams
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- Ensure all 10 exchanges are properly integrated and tested
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- _Requirements: 1.1, 1.2, 1.4_
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- [ ] 15. Implement cross-exchange data consolidation
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- Create consolidation engine that merges order book data from multiple exchanges
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- Implement weighted aggregation based on exchange liquidity and reliability
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- Add conflict resolution for price discrepancies between exchanges
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- Create consolidated heatmap that shows combined market depth
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- Write tests for multi-exchange aggregation scenarios
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- _Requirements: 2.5, 4.2_
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- [ ] 16. Add performance monitoring and optimization
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- Implement comprehensive metrics collection for all system components
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- Create performance monitoring dashboard with key system metrics
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- Add latency tracking for end-to-end data processing
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- Implement memory usage monitoring and garbage collection optimization
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- Create alerting system for performance degradation
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- _Requirements: 8.1, 8.2, 8.3, 8.4, 8.5_
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- [ ] 17. Create Docker containerization and deployment
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- Write Dockerfiles for all system components
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- Create docker-compose configuration for local development
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- Implement health check endpoints for container orchestration
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- Add environment variable configuration for all services
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- Create deployment scripts and documentation
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- _Requirements: 7.1, 7.2, 7.3, 7.4, 7.5_
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- [ ] 18. Implement comprehensive testing suite
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- Create integration tests for complete data pipeline from exchanges to storage
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- Implement load testing for high-frequency data scenarios
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- Add end-to-end tests for web dashboard functionality
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- Create performance benchmarks and regression tests
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- Write documentation for running and maintaining tests
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- _Requirements: 8.1, 8.2, 8.3, 8.4_
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- [ ] 19. Add system monitoring and alerting
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- Implement structured logging with correlation IDs across all components
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- Create Prometheus metrics exporters for system monitoring
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- Add Grafana dashboards for system visualization
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- Implement alerting rules for system failures and performance issues
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- Create runbook documentation for common operational scenarios
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- _Requirements: 7.4, 8.5_
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- [ ] 20. Final integration and system testing
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- Integrate the complete system with existing trading orchestrator
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- Perform end-to-end testing with real market data
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- Validate replay functionality with historical data scenarios
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- Test failover scenarios and system resilience
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- Create user documentation and operational guides
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- _Requirements: 6.1, 6.2, 6.4, 5.1, 5.2_ |