COBY : specs + task 1
This commit is contained in:
160
.kiro/specs/multi-exchange-data-aggregation/tasks.md
Normal file
160
.kiro/specs/multi-exchange-data-aggregation/tasks.md
Normal file
@ -0,0 +1,160 @@
|
||||
# Implementation Plan
|
||||
|
||||
- [x] 1. Set up project structure and core interfaces
|
||||
|
||||
|
||||
|
||||
- Create directory structure in `.\COBY` subfolder for the multi-exchange data aggregation system
|
||||
- Define base interfaces and data models for exchange connectors, data processing, and storage
|
||||
- Implement configuration management system with environment variable support
|
||||
- _Requirements: 1.1, 6.1, 7.3_
|
||||
|
||||
- [ ] 2. Implement TimescaleDB integration and database schema
|
||||
- Create TimescaleDB connection manager with connection pooling
|
||||
- Implement database schema creation with hypertables for time-series optimization
|
||||
- Write database operations for storing order book snapshots and trade events
|
||||
- Create database migration system for schema updates
|
||||
- _Requirements: 3.1, 3.2, 3.3, 3.4_
|
||||
|
||||
- [ ] 3. Create base exchange connector framework
|
||||
- Implement abstract base class for exchange WebSocket connectors
|
||||
- Create connection management with exponential backoff and circuit breaker patterns
|
||||
- Implement WebSocket message handling with proper error recovery
|
||||
- Add connection status monitoring and health checks
|
||||
- _Requirements: 1.1, 1.3, 1.4, 8.5_
|
||||
|
||||
- [ ] 4. Implement Binance exchange connector
|
||||
- Create Binance-specific WebSocket connector extending the base framework
|
||||
- Implement order book depth stream subscription and processing
|
||||
- Add trade stream subscription for volume analysis
|
||||
- Implement data normalization from Binance format to standard format
|
||||
- Write unit tests for Binance connector functionality
|
||||
- _Requirements: 1.1, 1.2, 1.4, 6.2_
|
||||
|
||||
- [ ] 5. Create data processing and normalization engine
|
||||
- Implement data processor for normalizing raw exchange data
|
||||
- Create validation logic for order book and trade data
|
||||
- Implement data quality checks and filtering
|
||||
- Add metrics calculation for order book statistics
|
||||
- Write comprehensive unit tests for data processing logic
|
||||
- _Requirements: 1.4, 6.3, 8.1_
|
||||
|
||||
- [ ] 6. Implement price bucket aggregation system
|
||||
- Create aggregation engine for converting order book data to price buckets
|
||||
- Implement configurable bucket sizes ($10 for BTC, $1 for ETH)
|
||||
- Create heatmap data structure generation from price buckets
|
||||
- Implement real-time aggregation with high-frequency updates
|
||||
- Add volume-weighted aggregation calculations
|
||||
- _Requirements: 2.1, 2.2, 2.3, 2.4, 8.1, 8.2_
|
||||
|
||||
- [ ] 7. Build Redis caching layer
|
||||
- Implement Redis connection manager with connection pooling
|
||||
- Create caching strategies for latest order book data and heatmaps
|
||||
- Implement cache invalidation and TTL management
|
||||
- Add cache performance monitoring and metrics
|
||||
- Write tests for caching functionality
|
||||
- _Requirements: 8.2, 8.3_
|
||||
|
||||
- [ ] 8. Create live data API endpoints
|
||||
- Implement REST API for accessing current order book data
|
||||
- Create WebSocket API for real-time data streaming
|
||||
- Add endpoints for heatmap data retrieval
|
||||
- Implement API rate limiting and authentication
|
||||
- Create comprehensive API documentation
|
||||
- _Requirements: 4.1, 4.2, 4.4, 6.3_
|
||||
|
||||
- [ ] 9. Implement web dashboard for visualization
|
||||
- Create HTML/CSS/JavaScript dashboard for real-time heatmap visualization
|
||||
- Implement WebSocket client for receiving real-time updates
|
||||
- Create progress bar visualization for aggregated price buckets
|
||||
- Add exchange status indicators and connection monitoring
|
||||
- Implement responsive design for different screen sizes
|
||||
- _Requirements: 4.1, 4.2, 4.3, 4.5_
|
||||
|
||||
- [ ] 10. Build historical data replay system
|
||||
- Create replay manager for historical data playback
|
||||
- Implement configurable playback speeds and time range selection
|
||||
- Create replay session management with start/pause/stop controls
|
||||
- Implement data streaming interface compatible with live data format
|
||||
- Add replay status monitoring and progress tracking
|
||||
- _Requirements: 5.1, 5.2, 5.3, 5.4, 5.5_
|
||||
|
||||
- [ ] 11. Create orchestrator integration interface
|
||||
- Implement data adapter that matches existing orchestrator interface
|
||||
- Create compatibility layer for seamless integration with current data provider
|
||||
- Add data quality indicators and metadata in responses
|
||||
- Implement switching mechanism between live and replay modes
|
||||
- Write integration tests with existing orchestrator code
|
||||
- _Requirements: 6.1, 6.2, 6.3, 6.4, 6.5_
|
||||
|
||||
- [ ] 12. Add additional exchange connectors (Coinbase, Kraken)
|
||||
- Implement Coinbase Pro WebSocket connector with proper authentication
|
||||
- Create Kraken WebSocket connector with their specific message format
|
||||
- Add exchange-specific data normalization for both exchanges
|
||||
- Implement proper error handling for each exchange's quirks
|
||||
- Write unit tests for both new exchange connectors
|
||||
- _Requirements: 1.1, 1.2, 1.4_
|
||||
|
||||
- [ ] 13. Implement remaining exchange connectors (Bybit, OKX, Huobi)
|
||||
- Create Bybit WebSocket connector with unified trading account support
|
||||
- Implement OKX connector with their V5 API WebSocket streams
|
||||
- Add Huobi Global connector with proper symbol mapping
|
||||
- Ensure all connectors follow the same interface and error handling patterns
|
||||
- Write comprehensive tests for all three exchange connectors
|
||||
- _Requirements: 1.1, 1.2, 1.4_
|
||||
|
||||
- [ ] 14. Complete exchange connector suite (KuCoin, Gate.io, Bitfinex, MEXC)
|
||||
- Implement KuCoin connector with proper token-based authentication
|
||||
- Create Gate.io connector with their WebSocket v4 API
|
||||
- Add Bitfinex connector with proper channel subscription management
|
||||
- Implement MEXC connector with their WebSocket streams
|
||||
- Ensure all 10 exchanges are properly integrated and tested
|
||||
- _Requirements: 1.1, 1.2, 1.4_
|
||||
|
||||
- [ ] 15. Implement cross-exchange data consolidation
|
||||
- Create consolidation engine that merges order book data from multiple exchanges
|
||||
- Implement weighted aggregation based on exchange liquidity and reliability
|
||||
- Add conflict resolution for price discrepancies between exchanges
|
||||
- Create consolidated heatmap that shows combined market depth
|
||||
- Write tests for multi-exchange aggregation scenarios
|
||||
- _Requirements: 2.5, 4.2_
|
||||
|
||||
- [ ] 16. Add performance monitoring and optimization
|
||||
- Implement comprehensive metrics collection for all system components
|
||||
- Create performance monitoring dashboard with key system metrics
|
||||
- Add latency tracking for end-to-end data processing
|
||||
- Implement memory usage monitoring and garbage collection optimization
|
||||
- Create alerting system for performance degradation
|
||||
- _Requirements: 8.1, 8.2, 8.3, 8.4, 8.5_
|
||||
|
||||
- [ ] 17. Create Docker containerization and deployment
|
||||
- Write Dockerfiles for all system components
|
||||
- Create docker-compose configuration for local development
|
||||
- Implement health check endpoints for container orchestration
|
||||
- Add environment variable configuration for all services
|
||||
- Create deployment scripts and documentation
|
||||
- _Requirements: 7.1, 7.2, 7.3, 7.4, 7.5_
|
||||
|
||||
- [ ] 18. Implement comprehensive testing suite
|
||||
- Create integration tests for complete data pipeline from exchanges to storage
|
||||
- Implement load testing for high-frequency data scenarios
|
||||
- Add end-to-end tests for web dashboard functionality
|
||||
- Create performance benchmarks and regression tests
|
||||
- Write documentation for running and maintaining tests
|
||||
- _Requirements: 8.1, 8.2, 8.3, 8.4_
|
||||
|
||||
- [ ] 19. Add system monitoring and alerting
|
||||
- Implement structured logging with correlation IDs across all components
|
||||
- Create Prometheus metrics exporters for system monitoring
|
||||
- Add Grafana dashboards for system visualization
|
||||
- Implement alerting rules for system failures and performance issues
|
||||
- Create runbook documentation for common operational scenarios
|
||||
- _Requirements: 7.4, 8.5_
|
||||
|
||||
- [ ] 20. Final integration and system testing
|
||||
- Integrate the complete system with existing trading orchestrator
|
||||
- Perform end-to-end testing with real market data
|
||||
- Validate replay functionality with historical data scenarios
|
||||
- Test failover scenarios and system resilience
|
||||
- Create user documentation and operational guides
|
||||
- _Requirements: 6.1, 6.2, 6.4, 5.1, 5.2_
|
Reference in New Issue
Block a user