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KaifAhmad1 6fc69aef2e [FEATURE] Enhanced Graph Algorithms in KG Module #292 
This commit introduces comprehensive enhancements to the Knowledge Graph (KG) module with:

Major Enhancements:
- Complete algorithm suite with 30+ graph algorithms
- Unified provenance tracking system for all operations
- Comprehensive documentation and test coverage
- Enterprise-grade functionality

New Algorithm Components:
- NodeEmbedder: Node2Vec, DeepWalk, Word2Vec algorithms
- SimilarityCalculator: Cosine, Euclidean, Manhattan, Correlation metrics
- PathFinder: Dijkstra, A*, BFS, K-shortest paths
- LinkPredictor: Preferential attachment, Jaccard, Adamic-Adar
- CentralityCalculator: Degree, Betweenness, Closeness, PageRank
- CommunityDetector: Louvain, Leiden, Label propagation
- ConnectivityAnalyzer: Components, bridges, density analysis

Provenance System:
- GraphBuilderWithProvenance: Graph construction with tracking
- AlgorithmTrackerWithProvenance: Algorithm execution tracking
- Execution IDs and metadata tracking for reproducibility

Test Coverage:
- 5 comprehensive test suites with 40+ test methods
- End-to-end testing for all algorithms
- Real-world scenario testing
- Provenance integration testing

Documentation:
- Updated all module documentation with algorithm listings
- Enhanced KG reference documentation
- Comprehensive usage examples and API documentation

Technical Improvements:
- Unified provenance system integration
- Enhanced error handling and recovery
- Performance optimizations
- NetworkX compatibility with fallback implementations

Resolves: #292
Parent: Context Graphs feature
 2026-02-10 21:49:11 +05:30
KaifAhmad1 04eea7e7eb Update documentation: reduce code examples, add cookbook links, improve structure 
- Reduced code examples in all guide pages (getting-started, quickstart, concepts, modules, examples, use-cases, learning-more)
- Added comprehensive cookbook links with descriptions (topics, difficulty, time, use cases)
- Improved structure and organization across all guide pages
- Updated use-cases.md to only include use cases with corresponding cookbooks
- Removed 'Last Updated: 2024' from all documentation files
- Enhanced navigation with better 'Next Steps' sections
 2025-12-31 15:19:08 +05:30
KaifAhmad1 96702923de Remove QA components (OntologyValidator, ConflictDetector, etc) and fix residual references 2025-12-16 17:25:15 +05:30
KaifAhmad1 cf56dad82a docs: update cookbook links to absolute GitHub URLs in reference docs 2025-12-09 16:51:28 +05:30
KaifAhmad1 d258ef6880 refactor(kg): Remove ConflictDetector and Deduplicator from kg module 
- Remove ConflictDetector and Deduplicator from semantica.kg module
- Update all imports to use dedicated semantica.conflicts and semantica.deduplication modules
- Update all cookbook notebooks to use class-based API instead of convenience functions
- Fix calculate_centrality calls to use specific methods (calculate_degree_centrality, calculate_betweenness_centrality)
- Update detect_communities and analyze_connectivity calls to pass graph parameter
- Update documentation (kg_usage.md, docs/reference/kg.md) to reflect changes
- Remove conflict and deduplicate task types from method registry
 2025-12-06 15:57:48 +05:30
KaifAhmad1 6ebc094f56 Merge main into staging, resolve conflicts keeping local changes 2025-12-02 15:28:41 +05:30
KaifAhmad1 f1699c4f80 feat(semantic_extract): Update module with explicit parameters and docs 
## Code Changes
- NamedEntityRecognizer: Added methods, confidence_threshold, merge_overlapping, include_standard_types
- RelationExtractor: Added relation_types, bidirectional, confidence_threshold, max_distance
- EventDetector: Added event_types, extract_participants, extract_location, extract_time
- TripleExtractor: Added include_temporal, include_provenance
- CoreferenceResolver: Added resolve() alias method
- Removed deprecated build() functions from all modules

## Documentation Changes
- docs/reference/semantic_extract.md: Added parameter tables and detailed examples
- docs/reference/kg.md: Updated examples after build removal
- docs/reference/embeddings.md: Updated examples after build removal
- docs/concepts.md: Updated GraphRAG and core concepts examples
- docs/LIBS_README.md: Updated all references to build functions
 2025-12-02 15:22:44 +05:30
KaifAhmad1 a8edbfbfb3 docs: enhance reference documentation for all modules 2025-11-30 19:23:25 +05:30
KaifAhmad1 409f3fdd27 Enhance documentation visual appeal and fix build errors 
- Added grid‑card layouts, icons, and admonitions to all reference pages
- Removed all mkdocstrings ::: directives that caused alias‑resolution errors
- Fixed export module alias issue (RDFExporter) by cleaning the docs
- Updated README‑style sections for better readability
- Added a PowerShell helper script (remove_mkdocstrings.ps1) for future clean‑ups
 2025-11-23 19:23:13 +05:30
KaifAhmad1 b716b17bde Upgrade documentation: mkdocstrings, jupyter notebooks, and theme fix 2025-11-22 14:49:08 +05:30