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Geospatial Graph RAG Implementation Plan (March 12 - April 5, 2025)

Date Day Hours Tasks Deliverables
Week 1
March 12 Wednesday 4 Setup Environment & Planning
- Install Docker and Docker Compose
- Initialize project repository with Git
- Setup DVC with MinIO connection
- Document system architecture and requirements
- Create detailed task breakdown with milestones
- Project repository
- Environment setup
- Architecture document
- Detailed task list
March 13 Thursday 4 Layer 1 & 2: MinIO and Versioning
- Deploy MinIO container
- Create buckets for raw-text and geospatial-data
- Configure security settings
- Setup DVC for tracking geospatial datasets
- Test file uploads and versioning
- Working MinIO instance
- Configured DVC
- Storage buckets
- Test results
March 14 Friday 4 Layer 3 & 4: Markdown and Semantic Markup
- Install Pandoc and RDFLib
- Create sample Markdown documents with geospatial references
- Setup JSON-LD templates for geospatial data
- Write conversion scripts for Markdown to JSON-LD
- Test pipeline with sample GeoJSON files
- Markdown templates
- JSON-LD conversion pipeline
- Sample documents
- Test results
March 15 Saturday 6 Layer 5: Shared Editing Setup (3h)
- Deploy Apache Kafka container
- Configure Kafka topics for geospatial data changes
- Implement append-only logging for spatial updates
- Test collaborative editing scenarios

Layer 6: Shared Vocabulary - Part 1 (3h)
- Install and configure Virtuoso container
- Import GeoSPARQL vocabulary into Virtuoso
- Test basic spatial query capabilities
- Kafka setup
- Logging configuration
- Virtuoso container
- Imported GeoSPARQL vocabulary
- Basic query tests
Week 2
March 17 Monday 4 Layer 6: Shared Vocabulary - Part 2
- Install Protégé for ontology design
- Extend core ontology with geospatial concepts
- Create custom spatial vocabulary terms
- Load ontology into Virtuoso
- Validate with SPARQL queries
- Extended ontology
- Custom vocabulary
- Validation test results
March 18 Tuesday 4 Layer 7: Persistent Identifiers
- Configure Virtuoso URI management
- Implement URI scheme for geospatial entities
- Create mapping between URIs and WKT/GML representations
- Test URI dereferencing for spatial features
- Document URI patterns and semantics
- URI scheme documentation
- Mapping implementation
- Test results
March 19 Wednesday 4 Layer 8: KG-ish Usage - Part 1
- Enable Virtuoso geospatial extensions
- Configure spatial indexing
- Write basic GeoSPARQL queries
- Test spatial join operations
- Implement SHACL validation for spatial data
- Configured geospatial extensions
- Query examples
- SHACL validation scripts
March 20 Thursday 4 Layer 8: KG-ish Usage - Part 2
- Implement RDF2Vec with spatial features
- Setup vector storage for embeddings
- Test similarity queries with spatial context
- Optimize query performance for geospatial operations
- Document query patterns and best practices
- Embeddings implementation
- Query optimization results
- Best practices document
March 21 Friday 4 Data Pipeline Integration
- Connect MinIO, DVC, Pandoc, and Virtuoso
- Implement automated data ingestion workflow
- Test end-to-end pipeline with sample geospatial data
- Document data flow and transformations
- Create monitoring for pipeline status
- Integrated pipeline
- Workflow documentation
- Pipeline monitoring dashboard
March 22 Saturday 6 Layer 9: Publication Setup (3h)
- Configure Virtuoso SPARQL endpoint with GeoSPARQL
- Install and configure Solid Server Community Edition
- Setup Linked Data Platform
- Test URI dereferencing
- Implement content negotiation for geospatial formats

Graph RAG Integration - Part 1 (3h)
- Research language model integration options
- Setup Hugging Face environment
- Test basic RAG workflow without spatial data
- Document integration points for geospatial context
- Configured SPARQL endpoint
- Solid Server setup
- Content negotiation implementation
- Hugging Face environment
- Basic RAG workflow
- Integration documentation
Week 3
March 24 Monday 4 Graph RAG Integration - Part 2
- Implement geospatial subgraph retrieval
- Create spatial context processors for language models
- Test RAG with simple spatial queries
- Evaluate retrieval accuracy
- Document spatial RAG patterns
- Subgraph retrieval implementation
- Context processor
- Test results
- Pattern documentation
March 25 Tuesday 4 Visualization Layer - Part 1
- Investigate OpenLayers integration
- Setup basic map visualization
- Connect to Virtuoso for feature display
- Test interactive queries via map interface
- Document visualization architecture
- Basic map visualization
- Feature display integration
- Visualization architecture documentation
March 26 Wednesday 4 Visualization Layer - Part 2
- Enhance map visualization with styling
- Implement feature popups with linked data
- Add query builder interface for spatial filters
- Connect visualization to RAG results
- Test user interaction workflow
- Enhanced visualization
- Feature popups
- Query builder interface
- Interaction test results
March 27 Thursday 4 System Testing - Part 1
- Develop test suite for end-to-end workflow
- Test data ingestion with various geospatial formats
- Validate ontology compliance
- Test spatial queries with complex geometries
- Document test cases and results
- Test suite
- Test documentation
- Validation results
March 28 Friday 4 System Testing - Part 2
- Test collaborative editing scenarios
- Validate versioning with spatial data changes
- Test RAG with complex spatial queries
- Performance testing for large datasets
- Security testing for data access
- Test results documentation
- Performance benchmarks
- Security assessment
March 29 Saturday 6 Optimization (4h)
- Profile system performance
- Optimize Virtuoso configuration for spatial queries
- Implement caching for frequent queries
- Tune MinIO for large geospatial files
- Document optimization techniques

Documentation - Part 1 (2h)
- Create system architecture diagrams
- Document deployment steps
- Start user guide with examples
- Performance profile
- Optimization results
- Configuration documentation
- Architecture diagrams
- Deployment guide
- Initial user guide
Week 4
March 31 Monday 4 Documentation - Part 2
- Complete user guide with examples
- Create API documentation
- Document GeoSPARQL query patterns
- Create troubleshooting guide
- Document future enhancement options
- Complete user guide
- API documentation
- Query pattern guide
- Troubleshooting guide
- Enhancement roadmap
April 1 Tuesday 4 Advanced Features - Part 1
- Implement spatial inference rules
- Add temporal dimension to spatial data
- Test spatio-temporal queries
- Evaluate accuracy and performance
- Document advanced query patterns
- Inference rules implementation
- Temporal data model
- Query examples
- Evaluation results
April 2 Wednesday 4 Advanced Features - Part 2
- Implement user permission system for spatial data
- Add data quality validation for geospatial imports
- Create notification system for data updates
- Test multi-user scenarios
- Document administration procedures
- Permission system
- Validation rules
- Notification system
- Admin documentation
April 3 Thursday 4 Integration Testing
- Test complete system with sample use cases
- Validate geospatial RAG responses
- Benchmark system performance
- Test error handling and recovery
- Document integration test results
- Test scenarios
- Benchmarking results
- Error handling documentation
- Test report
April 4 Friday 4 Deployment Preparation
- Create deployment scripts
- Prepare Docker Compose for production
- Document backup and recovery procedures
- Create monitoring dashboard
- Review security settings
- Deployment scripts
- Production Docker Compose
- Backup/recovery docs
- Monitoring dashboard
- Security review
April 5 Saturday 6 Final Integration and Deployment (4h)
- Deploy complete system to target environment
- Run final tests in production-like environment
- Validate all integrations
- Perform load testing
- Document deployment state

Project Closeout (2h)
- Final documentation review
- Prepare handover documentation
- Create future roadmap
- Document lessons learned
- Complete project report
- Deployed system
- Test results
- Integration validation
- Load test results
- Deployment documentation
- Handover package
- Future roadmap
- Lessons learned document
- Final project report

Key Milestones

Milestone Date Description
1 March 15 Environment Setup & Basic Infrastructure
2 March 21 Core Layers Implementation (1-7)
3 March 23 Knowledge Graph & Publication (Layers 8-9)
4 March 26 RAG Integration Complete
5 March 28 Visualization Layer Complete
6 April 2 System Testing & Optimization
7 April 5 Final Deployment

Total Hours

  • Weekdays (4h): 17 days × 4h = 68 hours
  • Saturdays (6h): 4 days × 6h = 24 hours
  • Total: 92 hours